• No results found

Linear discriminant analysis of multivariate spatial-temporal regressions

N/A
N/A
Protected

Academic year: 2022

Share "Linear discriminant analysis of multivariate spatial-temporal regressions"

Copied!
13
0
0

Laster.... (Se fulltekst nå)

Fulltekst

(1)

#$!&%'($)%'

*,+-/.10243655"7839(7":;5430 .=<>2

*,++.@?0?A"3;70B2 C"DEF2"??7

GIHJLK@MON PQHRSTNUHVWHJLMUJYX MUJYMUG[ZYR\HR^]`_aVWbcG&XdHefMUNUHM@XdK

R\gM@XTHMUGhXTK@VWgi]`NUMUGjNUKlkmNUKlRR\H]nJoR

p'qr s\t'unvwyxz t){u&| uOvw~}€w‚u\ƒyt‚)„o…w† z u\ru\‡z „‚rixˆ ‡ z …)t z

‰Š/‹Œ//Ž/Œ‘&’”“&•–—™˜(šœ›“•ž Ÿ˜4˜(𢡣•;Ÿ¥¤(šœ–—¦–§¨Ÿ‚(“Ÿžœšœ©;Ÿ¤4šª–— –§£¤4«“\¬®­žœ¤(šœ¯Ÿ4šªŸ¥¤(“=˜4°£Ÿ¤4š Ÿž} ¤4“¬±°–"Ÿž

²Ÿ­˜4˜(š Ÿ—³´Ÿ¥—›–¬µ¡£“žœ›@šª—¤4––—“ –¥§¶¤·&–¸°–°­™ž¹Ÿ¥¤(šœ–—™˜·\šœ¤(«³›š¢º¨“(“—¤\(“»(“˜(˜(šœ–—1¬±“;Ÿ¥—®¬±–›“žœ˜

Ÿ—›@§Ÿ•¤4–(šœ©“›T•–¯Ÿ¥(š Ÿ—™•“¬fŸ¥¤(4šª•“˜;¼ r —½—–·\—@¬³“;Ÿ—˜ Ÿ—›l•–¬³¬±–—I§¾“;Ÿ¤4­(“I¯“•¤(– •–¯Ÿ¥(š}

Ÿ—•“@¬@Ÿ¤(4šœ¿TŸ4“±“˜4¤(šœ¬fŸ¥¤(“›`§,(–¬À¤4´Ÿ¥šª—™šª—™»1˜´Ÿ¥¬±°žœ“˜·\šœ¤4«n–Á™˜(“4¯Ÿ¤(šœ–—˜¸•–(4“ž Ÿ¤4“›Ušª—”˜4°£Ÿ•“

Ÿ—›³¤(šœ¬±“Ÿ˜(˜4­¬±šœ—»¦˜(°£Ÿ¥¤(š Ÿž}¤(“¬³°£–´Ÿž•–(4“ž Ÿ¤(šœ–—˜¤4–¸Á“½—–·\—~¼=’”“‚°(“˜4“—¤\¤(«“‚¡£4˜(¤ }–(›“

Ÿ˜(ì³°¤(–¤(šœ•“¿°£Ÿ¥—˜(šœ–—d–§&¤(«“®“¿°“•¤4“›n“4(–´Ÿ¥¤(“®Ÿ˜(˜4–•š Ÿ¤(“›”·\šª¤4«Tžœšœ—“;Ÿ¥°žœ­» }šœ—1›™šª˜4•(šœ¬³š}

—£Ÿ—¤&§,­—™•¤(šœ–—~¼Ä‚­4“˜(­™žª¤4˜)Ÿ¥(“¸Ÿ¥°°žœšœ“›@¤(–1Å “•–žœ–»šœ•;Ÿž Æ[›£Ÿ¤"ŸI•–žœžœ“•¤4“›@§,4–¬Ç¤4«“ { šœ¤4«È­Ÿ—š Ÿ—

“•–—™–¬±šœ•;Ÿ¥ž/©–—™“)šœ—@¤(«™“  Ÿžœ¤4šª• ˜4“;Ÿ¼

ɐÊ@Ë;ÌÎ̀Ï&Ð ÑÒÓ[Í\ÔÐ)Ì

Õ±Ö×~Ø,Ù'ڙÖ;ÛÜ×~ØÝ;ÞÖØ,ßUؾÙ'ÚÙ~àiڙÙ'Úá¾Û¶ÝØâÝLã"ä±ålæTڐÝ;ÝçßOèÝ`à;é'ڙàOêë'ÝèÖì£Ú™à;ؾê£Ù'ÝUê™í@í(èÚàçÖ;èLì/èÞàêÖ6ÝîÚà

×~Ø ï&èÈÖèÙ=à@á¾ê=ÞÈڙàØ,êÙ'ÝTڙÖ;èîØ,Ù'×~èð'èÙ'×=èÙ~àTÚÙ'×&ñ‚ßOê/Ýàfê™í(àèÈÙ\ñ‚Øâ×~èÙ=àØÞÈڙá¾á,ÛY×~ØÝàÖØ,ëçà;è×

Ênò

êóIèì/èÈÖñ&Ø,Ù

ðÖ6ڐÞà;ØÞÚá&ÝØ¾à;ç'ڙà;ؾêÙôÝIؾàIØâÝ ç'Ýç'Úá¾á,ÛîÙê£à±Ýê

Ê

ä@ڙà6Údàé'Úà±Ú™ÖèõÞá¾ê¨Ýè@à;êöèÈàéèָؾÙUà;ؾßUè÷ڙÙ'×'øêÖfÝðôڐÞè/ñ

ڙÖ;èIá,ؾù/èá,Û³à;ê³ë'è±Þê£ÖÖèÈáڙà;è×

Êú

é=ç'Ýñà;éè¸ÞáÚ£ÝÝØüûÞÚàØ,êÙdð¶Öêë¶á¾èßoñó®Ø,àéTë[ê£àé”à;èßUð'êÖ6ڙá¶Ú™Ù'×TÝð'ÚàØÚá

×~èð'èÙô×~èÙ'ÞØ,èÝñØâÝýì/èÈÖÛUØ,ßUð'êÖà6ڙÙ=à

Ê®þ

ê£Ö@èÿ¶Ú™ßUðá,è/ñ~Ø,ÙLó¸èڙà;éèÖ®ðÖ;è×~ØÞàØ¾ê£ÙLà;éèdó¸èڙà;éèÖ±ßcÚÛîë'è

×~Ø,ì~Øâ×~è× Ø,Ù~à;êLàé¶ÖèèYÞáâڐÝÝèÝ

í´Ú™Ø,ÖñÖڙØ,ÙÜڙÙ'× ð'ê/Ý;ÝØ¾ë¶á¾èLÖ6ڙØ,Ù

Ê ú

éèÈÙ à;éècðÖê£ëá¾èÈß ØâÝdàêyÞáâڐÝÝØüí(Û

àê£ßUêÖ;ÖêóœÝdó¸èڙà;éè֔Ø,Ù~à;ê ê£Ùècê™í1à;éèÝèYàéÖ;èèYÞáÚ£ÝÝèÝdêÙ à;éècë'ÚÝØÝ”ê™íT×ÚàÚ í(Ö;êß Ý;ڙà;èá¾á,ؾàè Ýñ

ó®éèÖ;èdó¸èڙà;éèÖ®ßcÚ£ÝÝè ݮڙÖèTêë'ÝèÖì/è × Ê®ú éØâÝýØâݳÚÙLèÿ¶Ú™ßUð¶á¾è@êí¸ä³å ó®éØâÞ¥écØâÝýêí(àèÙYç'Ýè×cؾÙ\ñ~í(ê£Ö

èÿ¶Ú™ßUð¶á¾è/ñ/ð'ÚààèÈÖÙcÖèÞêöÙ¶Ø¾àØ,êÙ Ê

éèÙ ÞáÚ£ÝÝèÝ@ڙÖ;ènÞêßOðá¾èà;èá¾ÛOÝð'èÞØüû'è×YڙÙ'×Qí(è ڙàç¶Öèdì/è Þàê£ÖݱڙÖè”Ø,Ù'×~èð'èÙô×~èÙ=àñڙÙoêð¶àؾßmڙá

ÞáâڐÝÝØüûÞÈڙàØ,êÙÜÖçá,èQØ,ÙÇàéè ÝèÙ'ÝèLêí1ßUؾٶؾߔçß ßUØÝ;ÞáÚ£ÝÝØ ûÞÚàØ¾ê£ÙÇðÖê£ë'ڙëØ,á¾Ø,àÛyØÝ”àé¶è®ÚÛ/èÝØâڙÙ

ÞáâڐÝÝØüûÞÈڙàØ,êÙnÖçá,èdã õæ¸ã´å³Ù'×~èÖ6Ýê£Ù\ñ

É

æ

Ê

ÙîðÖ6ڐÞà;ØÞè¨ñ é¶ê™ó¸èì/èÖÈñàéèfÞê£ßUðá¾èÈàè®×=èÝÞÖ;ؾðà;ؾê£Ù

ê™í`ÞáÚ£ÝÝèÝîØÝnç'Ýç'Úá¾á,Û Ùê£àQð'ê¨ÝÝØ,ëá¾è ڙÙô× í(ê£ÖQà;éèoèÝàØ¾ßmڙàØ,êÙÜê™íTðÖê£ë'Ú™ë¶Ø¾á¾ØâÝà;ØÞoÞé'ڙÖ6ڐÞà;èÖØâÝàØâÞÝ

ê™í¸èÚ£Þ¥éYÞáâڐÝ;ݳàÖ6ڙؾٶؾÙöOÝÚßUðá¾è ݮڙÖè”Ö;è/çØ¾Ö;è×

Ê

éèÈÙLèÝàØ¾ßmڙàê£ÖÝ®ê™íç¶Ùù~Ù¶ê™ó®ÙoðôڙÖÚßUèà;èÖÝ®ÚÖè

ç'Ýè×&ñà;éè®èÿ=ðÖèÝ;ÝØ,êÙ'ÝÎí(ê£Öàéè®èÿ=ð'èÞà;è×lèÖ;Öê£Ö ÖÚàè±Ú™Ö;è®ì/èÖÛTÞç¶ßîë'èÖ6ÝêßOè èì/èÙ1í(êÖàéè±ÝؾßUð¶á¾èÝà

ðÖ;ê=Þè×~çÖ;èݦêí)ä³å

Ê~ú

é¶ØÝ ßcڙù/è ݂ؾà÷×~ØmÞçá,à àêTëçØ¾áâ×îÝêßUè/ç'ڙá,ؾàÚàØ,ì/è±ÞêÙ'Þá¾ç'ÝØ¾êÙôÝ

Ê ú

é¶èÖèí(ê£Öè/ñ

ڐÝÛ~ßOðàê£àØÞ±èÿ~ðôڙÙ'ÝØ¾êÙôÝýêí à;éè1èÿ~ð'èÞàè×îèÈÖÖê£Ö³Ö6ڙà;èdÚÖè1èÝð[è ÞØÚá¾á¾ÛnؾßOð[ê£Öà6ڙÙ=à

Ê

!‚p ­žœÃ "#"$ ¼

%&('*),+#-/.1023.5476-890:;0=<Ît ˜(ì³°¤(–¤(šœ•“¿°£Ÿ¥—˜(šœ–—=  ŸÃ“˜•ž¹Ÿ¥˜(˜4𡐕;Ÿ¤4šª–—@(­žœ““4(–´Ÿ¥¤(“™˜(°£Ÿ¥¤(š Ÿž}¤(“¬³°£–´Ÿ¥žâ¼

’”“)Ÿ¥(“ »"Ÿ¤4“"§,­ž/¤4–®¤(«“ˆ&“—¤(“–§?>1Ÿ4šœ—“

s

“˜4“;Ÿ4•´«îÅ,ˆ@>

s

Æ'šœ—

…

ž Ÿšœ°

v

“›£Ÿ±Å

{

šœ¤(«­£Ÿ¥—š ŸÆô§,–&½šœ—›žœÃ®°(–¯šœ›šœ—»

­˜&·\šœ¤(«®›£Ÿ¥¤´Ÿ¼

s

Ÿ˜"Ÿ

p

–½

q

­™Á£Ÿ­˜4½Ÿšœ¤

v

“«“Ÿ›±–¥§

w

•–¤(–¿šœ•–žœ–»šœ•;Ÿž

„

“°Ÿ(¤4¬±“—¤Ÿ¥¤ˆ@>

s

Âȟ¥—›±Ä‚¯Èšœ›šA"­™˜z¤(­™žª°™šª—Ÿ˜;Â

«“;Ÿ¥›”–§

ƒ

Ãț™(–žœ–»šœ•;Ÿž

„

“°£Ÿ¥(¤4¬±“—¤Ÿ¤¸ˆ@>

s

Â=Ÿ¥(“±¤4«£Ÿ—™½“›d§,–•–—˜(­žœ¤"Ÿ¤(šœ–—˜;¼

p q

­"Ÿ¤

v

“ xzŸ¥žª¤Ã¤

v

“

}â

“—¤(«”šœ˜˜4­°

}

°–(¤4“›1Áî¤(«™“



–(·&“»š Ÿ—

s

“˜4“;Ÿ4•"«Tˆ&–­—™•šœž/­—›“‚»"Ÿ—¤

2BsC!ED#DF!( #"G9H$#

¼

(2)

#

ڙÙ=۔Úçàé¶êÖÝ é'Úì/è®Ø,Ù~ì/èÝàØ,ö/ڙà;è×@àéè®ð'èÖí(êÖ;ßcڙÙ'Þè®ê™íàéè®ð¶á¾çö%$"Ø,ٔì/èÖÝØ¾êÙ”êíàéè Çó®éèÙ

ð'ÚÖڙßOèàèÖ6ݔڙÖ;èLèÝàØ¾ßmڙàè × í(Ö;êß àÖ6ڙؾٶؾÙö ÝÚßUðá¾è Ýl󮨾à;é Ø,Ù'×~èð'èÙ'×=èÙ~à”ê£ë'ÝèÈÖì£Ú™à;ؾêÙôÝîêÖnàØ,ßUè

ÝèÈÖØ¾è ÝlêëôÝèÖ;ìÚàØ,êÙ'ÝUã´Ýèè/ñ è

Êö Ê

ñ¦Õ±ù£Ú™ßUê£àê¶ñ

É'&)(*,+

Úó¸êù/êyڙÙô× # Þ +

ڐÞéáÚÙ\ñ

É *

ä³ç.-ÞØ,Ù'Ýù£ÚÝñ

É 0/

æ Ê

åaö£ê/ê=× Öèì=ؾèÈó ê™íTóIê£Öù¶ÝUؾ٠à;éØÝ”û'èá× ÞÈڙ٠ë'èLí(êçÙô× Ø,Ù # Þ +

ڐÞéáÚÙ ã

É)1 æ Ê ú

éè

ðØ,êÙèèÈÖØ¾Ù¶ö³ó¸êÖùTêÙ”à;éè®ÞáâڐÝ;ÝØüû[Þڙà;ؾêÙTê™í€ÝðôڙàØâڙá'׶ڙàÚ±ØÝ32/ó®Ø,à54èÈÖœÝ ã

É '6

æð'Úð'èÖ

Ê

å³ÙTèÿ=àèÙ'ÝØ¾ê£Ù

ê™í72¨ó®Ø¾à54Èè֪݂óIê£ÖùnØÝ ðÖè ÝèÙ=àèהؾ٠# ڙÖ6×~ØÚ”ã É%8 æ Ê®ò êóIèì/èÈÖñÙèØ¾à;éèÖê™íà;éèÝè@Úçàéê£ÖݸڙÙ'Úá¾Û¶Ýè

àé¶èQèÈÖÖê£ÖdÖ6ڙàècêí1ÞáâڐÝ;ÝØüû[Þڙà;ؾêÙ

Ê ú

éèYڐÝÛ~ßOðàê£àØÞnèÿ~ðôڙÙ'ÝØ¾êÙÇêí@à;éèUèÿ=ð'èÞàè × èÖÖ;êÖ”Ö6ڙàècØ,Ù

ÝðôڙàØâڙáÞê£Ù~à;èÿ=à®ó®ÚÝ®Ø¾Ù=ì/èÝàØ¾ö¨Ú™à;è×îØ¾Ù€ñ~è

Êö Êñ -

2=ڙá,àÛ~à:9è”ã

1)6'6~É

æñ\ä±ç.-ÞØ¾ÙôÝù£ÚÝ®ÚÙ'×

-

2=Úá¾àÛ=à9è”ã

1'6'6)1 æ Ê

Ù à;éØÝ@ð'Úð'èÖñóIènÞê£Ù'ÝØâ×~èÖ1àéènð'èÖí(ê£ÖßcÚÙ'Þè”êí±àéènðá¾ç¶ö;$´Ø¾Ùyá¾Ø¾Ù¶èڙÖ1×=ØÝÞÖØ¾ßOؾÙ'ÚÙ~à®í(çÙ'Þà;ؾê£Ù

ã + ä þ ænó®éèÙ àéèoð'ÚÖÚßUèàèÈÖÝUÚÖèyèÝà;ؾßcÚàè× í(Öêß àÖ6ڙؾٶؾÙöÜÝÚßUðá,èÝ`ë'èØ,ÙöÇÖèÚá¾Ø<4ڙà;ؾêÙôÝîê™í

ÝðôڙàØâڙá=$"à;èßUð'êÖ6ڙá,>fÚç'ÝÝØÚ™ÙÇÖ6ڙÙ'×~ê£ß û'èáâ× Ê èUç'ÝèUàéèOßcڙÿ=ؾßnçß á¾Ø,ù/èá¾Ø,éê/ê=× ã # + æ1èÝà;ؾßcÚ?$

àê£ÖÝ1ê™í±çÙù=Ùêó®Ù ßUè ڙÙ'Ý1ڙÙô× ÞêßOßUêÙLí(èÚàçÖ;èîì/è Þàê£ÖdÞê™ì£ÚÖØÚÙ'Þènßcڙà;ÖØ,ÿoڐÝ;ÝçßOؾÙöYÝðôڙàØâڙá=$

àèÈßUð'êÖÚáÞê£ÖÖèÈáڙà;ؾê£Ù í(çÙôÞàØ,êÙoàêYë'èîù=Ùêó®Ù

Ê

è”û'Ù'×yڙٵڐÝÛ=ßUðà;êà;ØÞdèÿ=ð'ڙÙôÝØ¾ê£Ù êí®à;éèîèÈÿ0$

ð'èÞà;è× èÈÖÖê£ÖcÖڙà;è Ú£ÝÝê=ÞØÚàè× ó®Ø,àé á¾Ø,ÙèڙÖcðá,çö;$´Ø¾Ù

+ ä þ

ç¶ð à;ê àé¶è ê£Ö×~èÖA@ÇãCBED

2

æ6ñ@ó®éèÖ;è

BGFHB

9JI B 2

ÚÙ'×KBMLñN.F

É'O1

ñØÝIà;éè”ÝØ4è@êíàÖ6ڙØ,ÙØ¾ÙönÝ;ڙßUð¶á¾è

Ê

å³áÝê”óIèTڙðð¶á¾ÛUà;éèTÞáÚ£ÝÝØ ûÞÚ?$

àØ,êÙTðÖê=Þè ×~çÖè÷ڙÙ'×dê£ëàÚØ¾Ùè ×dڐÝÛ~ßOðàê£àØÞ èÿ=ð'ÚÙ'ÝØ,êÙdêíàéè¸èÿ~ð'èÞàè×@èÖ;ÖêÖÖÚàè¸àêTã4èÞê£á¾ê£öØÞÈڙá4æ

×ÚàÚnÞêá,á¾èÞà;è×îØ,ÙQà;éè

+

ؾà;é~ç'ÚÙØÚÙcèÞêÙ¶êßUØâÞڙá4ê£ÙèdØ,ÙUàéè ®Úá¾àØâÞ@Ýè Ú Ê

1~ÊPµÐ Ñ.QRTS ÌÑ ÑJQUÔ̂Ծ̀ÔÐ ÌJV

2/ð'ÚàØâڙá$´àèÈßUð'êÖÚá\×ÚàÚnÞڙÙYë'èdÞêÙ'ÝØ×~èÖ;è×cڐݱÚ`Ö;èڙá,Ø4ÚàØ,êÙUêí¸ÚdÖÚÙ'×~êß û'èÈá×

W'X

ãZY *5[ æ

Y]\_^ O5[ \a`6Ob æ5c O

ó®éèÖ;èdYlÚÙ'×

[

×~èû'Ù¶èdÝð'ڙà;ØÚáڙÙ'×càèßUð'ê£Öڙá€Þê/êÖ6×~ؾÙôڙàè Ýñ'ÖèÝð[è ÞàØ,ì/èá¾Û

Ê

2/çð¶ð[ê¨ÝèTàé'Úà³à;éè1ßUê=×~èáê™í

X

ãeY

*5[

æ Ø,ÙQð'ê£ðçáÚàØ,êÙAfgL&ØâÝ

X

ãeY

*5[

æ7Fihkj

L"l ãZY

*5[

æ

Inm L™ãeY

*5[

æ O

ó®éèÖ;è

l

ãeY *5[ æoF ã l 9

ãZY *5[ æ Oqppp<O

lr ãZY *s[ æ;æ

j

ØÝ@Úutwv É ì/èÞàê£Ö@ê™í¸Ùê£ÙÖÚÙ'×~ê£ß Ö;èöÖ;èÝÝêÖÝ1ÚÙ'×xh Lñ

NyF É'O1 ñ[ØâÝIàéè1çÙù=Ùêó®Ùcð'ڙÖ6ڙßUèÈàèÖ¸ßcڙà;ÖØ¾ÿnê™í)êÖ6×~èÖzt{v}| Ê å@Ý;ÝçßOè@àé'Úà

~ m

L™ãeY

*5[

æ

Yk\_^€‚

2

O5[

\a`

6:Oƒb æ„

ØÝ”ÚT|0$´ì£Ú™Ö;ØÚ™à;èE4èÈÖê;$´ßUèÚÙÇØ¾Ù=àÖØ,Ù'ÝØâÞڙá,á¾ÛyÝàڙà;ؾê£Ù'ڙÖ;Û Ýð'ڙà;ØÚá$´àèßUð'ê£Öڙá>fÚç'ÝÝØÚ™Ù Ö6ڙÙ'×=êß û'èáâ×

󮨾à;é ÝàÚàØ¾ê£Ù'ڙÖ;Û ã(ؾÙÀÝð'Ú£Þè ڙÙ'× à;ؾßUè£æTÝð'ÚàØÚá$´àèßOð[ê£ÖÚádÞê™ì£ÚÖØÚÙ'Þèoí(çÙ'Þà;ؾê£Ù ×~èû'Ùè× ë=Û Ú

ð'ÚÖڙßOèàÖ;ØÞ³ßUê=×=èá

…†%‡

W m L ãZY

*5[

æ O m L ãZY

Ixˆy‰

*5[

IaŠŒ‹

æ5cdFŽ”ã

ˆ"‰

O

ŠŒ‹

Læ3F L 㠈 æ

í(êÖOڙá,ágY O Y

Ixˆ ‰

\‘^Uñ [O5[

I’Š ‹“

6 ñIó®é¶èÖè

ˆ F 㠈 ‰ O Š ‹ æ j ñ  L,F 㠏 ‰L O”

‹L æ j

\–• ØâݔÚA—˜v É

ð'ÚÖڙßOèàèÖnì/èÞà;êÖÈñM• ë'èØ¾Ù¶öÇڙ٠êð'èÙÀÝçëôÝèàcê™í}o™£ñ³ÚÙ'×  ‰L ñ  ‹L

Ýçë=ì/èÞàê£ÖÝîêíTð'ڙÖ6ڙßUèà;èÖÝ

ê™ífÝð'ڙà;ØÚá®Ú™Ùô× àèßOð[ê£ÖÚáIÞê™ì£ÚÖØÚÙ'Þè”í(çÙ'Þà;ؾê£ÙÇÞêßOð[ê£ÙèÙ=àÝñÎÖ;èÝð'èÞàØ¾ì/èÈá¾Û/ñ"N,F É)O1~ÊYò èÖ;èîó¸è

Öè ÝàÖ;ØÞàê£çֱڙà;àèÙ=àØ,êÙUà;êdàé¶è@éêßOê/ÝÞè×ڐÝàØâÞýßUê=×=èáÝñ Ø Êè Ê

àêTßUê=×~èáâÝ¦ó®Ø¾à;éTL™ãeš&æ›FHœÇí(êÖIè ڐÞé



L\_•TñŒN.F

É'O1=Êú

éèÙ\ñØ,ÙEfgL&à;éè1ßUèÚÙîí(çÙ'Þà;ؾê£ÙLÚà®á¾ê=ÞÚàØ,êÙAY1ÚÙ'×Qà;ؾßUè

[

ØâÝ

L ãZY

*s[

æžFHh jL l ãZY

*5[

æ

(3)

ڙÙô×Qàé¶èdÝð'ڙà;ØÚá$´àèßUð'ê£ÖڙáÞê™ì£ÚÖØÚÙ'Þè³í(ç¶Ù'ÞàØ,êÙcØÝ

L™ã

ˆ

æ7F

…

ˆ

æœ

O

ó®éèÖ;è

…

Lã

ˆ

æ7F

… 㠈

*”

L¾æØâÝýà;éèTÝð'ÚàØÚá$´àèßOð[ê£ÖÚáÞêÖ;ÖèáâڙàØ,êÙcí(çÙ'Þà;ؾêÙ€ñN.F

É'O1=Ê*

à³ØâݮڐÝ;ÝçßUè ×

àéôڙà±àéè@í(çÙ'ÞàØ¾ê£Ù

… L 㠈

æØÝIð'ê/ÝØ¾à;ؾì/èT×~èû'ٶؾàèiã;Öè ÝÝØ,èTڙÙ'×

ò

ç'ڙٶöñ

É

æ Ê

å@Ý;ÝçßUèfàé'Úàñ~í(êÖ±Úá¾áJY

O Y

Ixˆ ‰

\_^Uñ

[O5[

IaŠ ‹›“

6 ñ ˆ ‰

F 6 ñ Š ‹ F 6 ñ

ã

1=ʾÉ

æ

…†%‡

W m 9

ãZY

*s[

æ O m 2 ãZY

Iaˆ"‰

*s[

IxŠŒ‹

æ5c F

6p

êÙôÝØ×=èÖîà;éèLð¶Öêë¶á¾èß ê™íiÞáâڐÝ;ÝØüû[Þڙà;ؾêÙÜê™íz|0$´ì£Ú™Ö;ØÚ™à;èoêë'ÝèÖì£ÚàØ¾ê£Ù ì/èÞà;êÖ

X ? F X

ãeY

?

*s[

? æ

󮨾à;éaY

? \ ^ ?  ^Oñ

[ ? “ 6

ñ Ø,Ù~à;êLêÙ¶èQêí@àó¸êLð'êðç¶áڙà;ؾê£Ù'ÝîÝð'èÞØüûôè× Ú™ë'êì/è

Ê

ä³èÙ¶êàèOë~Û

?9

ڙÙô×

?2

à;éè1ðÖØ,êÖ±ðÖê£ë'ڙëØ,á¾Ø,àØ¾è ÝIê™íð'êð¶çáÚàØ¾ê£Ù'Ýkf

9

ÚÙ'×Af

2

ñÖè Ýð'èÞà;ؾì/èá,ÛLã

?9 I ?2 F É æ

ʳò èÖè

àé¶èdÝçð'èÖÝ;ÞÖØ,ðà

6

ØÝIç'Ýè×Uàê”èßUð¶é'ÚÝØ4è@à;é'ڙà®ð¶Öؾê£Ö®ðÖê£ë'Ú™ë¶Ø¾á¾Ø,àØ,èÝ®ÞڙÙY×~èÈð[èÈÙ'×UêÙLà;éè1ð'ê/ÝØ,àØ,êÙ

ã4Ø,ÙÇÝðôڐÞèYڙÙô×µà;ؾßUè£æ³êí@à;éèUê£ë'ÝèÖ;ì£Ú™àØ,êÙÜàêoë'èYÞáÚ£ÝÝØ û'è×

Ê

Ùô×~èÖdà;éècÚ£ÝÝç¶ßUðàØ,êÙÇàéôڙà”àé¶è

ð'êðç¶áڙà;ؾê£Ù'ÝUڙÖ;èyÞêßOðá¾èà;èá¾ÛyÝð'èÞØüûôè× ÚÙ'×µí(ê£ÖUù~Ù¶ê™ó®ÙÜðÖØ,êÖUð¶ÖêëôڙëØ,á¾Ø¾à;ؾèÝñ¦à;éè Oãüæ

ßUØ,ÙØ¾ßnØ4Ø Ùö1à;éè1ðÖê£ë'ڙëØ,á¾Ø,àÛnê™í ßUØÝ;ÞáÚ£ÝÝØ ûÞÚàØ¾ê£ÙLã # ®æIØâÝ

ã 1=Ê1 æ ! #"

?%$

F ڙÖö ßcڙÿ

&

L('

9#)2+*

?

L | L #"

?,$

O

ó®éèÖ;è-"

?

ØâÝ®ÚdÖèÚá¾Ø4 ڙàØ,êÙcê™í X ?

ڙÙ'×

|L "

?,$

FWã

1

‚æ D./10

œ 0D32/

èÿ~ð5476

É

1 " ? 6  ?L

$?j

œ D 9 " ? 6  ?L

$98

ØÝÚ1ðÖê£ë'ڙëØ,á¾Ø,àÛn×=èÙ'ÝØ,àÛlí(çÙ'ÞàØ¾ê£ÙLã(ð

Ê× Êí Ê

æfê™í X ?

ؾÙufgLñŒNyF

É'O1=Êò èÖè

 ?L F  LãZY

?

*5[

?

æ7Fih

j

L l ? ñ

󮨾à;é

l ? F l ãZY

?

*5[

?

æñØâÝ®Ú]|$"ì£ÚÖØÚàèTßUèڙÙOì/èÞàê£Ö®ÚÙ'×KœÜØÝ®ÚnÞêì£Ú™ÖØâڙÙ'ÞèlßmڙàÖ;ؾÿ”êí X ? Ê

ä³èÙ¶êàè1ë=Û: àéè- # Üê™í 1ñ~ó®éØâÞ¥écØâÝIê™í(àèÈÙLÞÈڙá¾á,è× ®ÚÛ/èÝèÖÖ;êÖ±Öڙà;è

Ê

ÙLðÖ6ڐÞà;ØÞÚá Úððá,ØÞÚàØ¾ê£Ù'Ý®àéèTð'ڙÖ6ڙßUèà;èÖÝIêí¸àéèTð

Ê× Êí Ê

ڙÖè”çôÝç'Úá¾á¾ÛcÙê£à³ù=Ùêó®Ù

Êfú

éèÙoàé¶è

èÝàØ¾ßmڙàê£ÖÝ@ê™í±ç¶Ùù~Ù¶ê™ó®Ù ð'ڙÖ6ڙßUèà;èÖÝ1ÞÚÙ ë'è`í(ê£çÙ'× í(Öê£ßjàÖ6ڙؾٶؾÙö ÝڙßOðá¾èÝ;

9

ڙÙô×;

2

àڙù/èÈÙ

ÝèÈð'ڙÖ6ڙàèÈá¾Û í(Öê£ß f 9

ڙÙô× f 2

ñIÖ;èÝð'èÞà;ؾì/èá,Û

Ê éèÙÇèÝàØ,ßcڙà;êÖÝdêí1çÙù=Ùêó®Ù ð'ÚÖڙßOèàèÖ6ÝdÚÖè

ç'Ýè×&ñàé¶èlð¶á¾çö%$"Ø,ÙQì/èÈÖÝØ,êÙcê™í ØâÝIêëà6ڙؾٶè×

Ê

2/çð¶ð[ê¨Ýècàéôڙà”àé¶ècÝð'ÚàØâڙá$´àèÈßUð'êÖÚáIÖ6ڙÙ'×~ê£ß û'èáâ× ØÝ1êë'ÝèÖì/è × Ú™àB F B 9 I B 2

ÝðôڙàØâڙá=$

àèÈßUð'êÖÚá/Þê/ê£Ö×~Ø,Ù'ڙà;èÝ\ؾÙ1Öèö£Ø¾ê£Ù{^

9

H^UñØÊè Ê óIèêë'ÝèÖì/è)àéèàÖ6ڙØ,ÙØ¾Ùö±Ý;ڙßUð¶á¾è<;ŽF ; j

9 O ; j 2 $ j ñ

ó®éèÖ;è1;L ØâÝ àéèBML0vo|îßmڙàÖ;ؾÿ1ê™ížBkL~ê£ë'ÝèÈÖì£Ú™à;ؾêÙôݦê™í |0$´ì£Ú™ÖØâڙà;è

X

ãZY Os[ æí(Öêß fgLñ:N.F É'O1=Êú éèÙ

; ØâÝIàéèB v}|cßcڙà;ÖØ¾ÿ Ê

å@Ý;ÝçßUèfàé'Úà^

9

ØÝIë'èÛ/ê£Ù'×Uàéèk4ê£Ùè1ê™íØ,Ù>='çèÙôÞè@ê™í ^ ?

Êú éèÙ X ?

ØÝIؾÙô×~èð'èÙ'×~èÈÙ~à®ê£Ù; Ê

+

èà@?h 9 ñA?h 2

ÚÙ'×B?œ ë'èQà;éèUèÝàØ,ßcڙà;êÖÝ1ê™ídh

9

ñgh

2

ÚÙ'× œ±ñ¦Ö;èÝð'èÞàØ¾ì/èÈá¾Û/ñ\ë'Ú£Ýè×ÇêÙC;lñÚÙ'×

á¾èÈà

? L ãZY *s[ æ F ? h jL l

ãeY *5[ æ;ñoNwF É'O1=Ê 2/ؾßUØ,áÚÖá¾Û¨ñ

? ?L

ØâÝ`à;éèoèÝàØ¾ßmڙàê£Öîêí

 ?L

ñoNwF É)O1~Ê çà

D

FWã

 ? O  ? O

œ®æ÷ڙÙô× ?D FE

? ? O ? ? O

?œ<F

Ê

(4)

ú

éèTðá¾çö%$"Ø,ÙLÖ;çá¾è- E " ? *

?D F ØÝIê£ëàÚØ¾Ùè ×Që=ÛQÖ;èðáâÚÞØ,Ùö”àéèTð'ڙÖ6ڙßUèÈàèÖ6ÝIؾÙyã

1=Ê1

æ¸ó®Ø¾à;éLà;éèØ¾Ö

èÝàØ¾ßmڙàê£ÖÝ Ê ú éèÙYàéèTÞê£ÖÖ;èÝð'êÙô×~ؾÙöOÝÚßUðá,è + ä þ ØâÝ®×~èû'Ù¶è×cڐÝ

E " ? *

?D F F4"

? 6 É

1

?9 I

?2 $ 8 j ?œ D 9

?9 6 ? ?2 $

I

O

ó®éèÖ;è

F á¾Ù

2

/ Ê

P

ú

é¶è ! "$#&%(''*)'+',$-%³í(êÖ E " ? *

?D FyØÝ®×~èû'Ùè×cڐÝ

: E ?D F F 2

.

L('

9 ? L0/

E É

61 E N O E " ? * ?D F F |ŒL " ? * D $ F " ? O

ó®éèÖ;è1Iã

O

üæ)ØÝIàé¶è32@Ö;êÙèÞù/èÖ÷×~èá¾à6Ú

Ê

ÙcàéèTÞê£Ù'ÝØâ×~èÖè ×UÞڐÝèdà;éèTڐÞà;ç'ڙá\èÖ;Öê£Ö®Öڙà;èlí(ê£Ö E " ? * ?D F ÞÚÙLë'è1Öèó®Ö;ؾàà;èÙcÚ£Ý

: E ?D F F 2

.

L('

9 ? L54768

ã6 É æ L  ?L 6 92 ã

?9 I ? ?2 æ $ j

?œgD 9 ã

?9 6 ? ?2 æ

I

9 ã ? ?9 6

?2 æ j ?œ D 9 œ ?œ D 9 ã

?9 6 ? ?2 æ :; O

ó®éèÖ;è

4 ã üæØâÝýà;éèTÝàÚÙ'×ÚÖ×QÙ¶êÖßmڙá\×=ØÝà;ÖØ,ëçàØ,êÙUí(çÙ'ÞàØ¾ê£Ù

Ê

P <=> ú éè®èÈÿ~ð'èÞà6ڙà;ؾêÙTê™íàé¶è®ÚÞàç'ÚáèÖÖ;êÖÖÚàè®ó®Ø¾à;édÖ;èÝð'èÞààêfàéè÷×~ØÝàÖØ,ëçà;ؾêÙTê™í

;1ñ×~èÝØ¾ö£Ù'ڙà;è×cڐÝ@?

jBA

: E ?D FDC ñ=ØÝ®ÞÚá¾á¾è ×îàéèE%,FHG%*-%*IJ%(''*)'@'*$K%TãMLNLõæ í(ê£Ö®àéè E " ? *

?D F Ê

Ùîà;éè®í(êá¾á,ê󮨾ÙöiÝèÞà;ؾê£Ùîó¸èýû'Ùô×îàéè # +

èÝàØ¾ßmڙàê£ÖÝÎí(ê£ÖIßUè ڙÙ'ÝڙÙô×UÞêì£Ú™ÖØâڙÙ'Þè³ßcÚàÖ;ؾÿ”ÚÙ'×

×~èÖ;ؾì/è@à;éèTڐÝÛ~ßUð¶àêà;ØÞ³èÈÿ~ð'ÚÙ'ÝØ,êÙUí(êÖ±àé¶è3LNL

Ê

(~ÊP S ÔÌ Ï"QVÒ.RÍV

ä³èÙ¶êàèOë~ÛPO L à;éècÝðôڙàØâڙá=$"à;èßUð'êÖ6ڙá±Þê£ÖÖèÈáڙà;ؾê£Ù ßcڙà;ÖØ,ÿoê™ífêÖ×=èÖ BML3vaBkL¦ó®Ø,àé èÈá¾èßUèÈÙ~à6Ý

…

L™ã

ˆ

æ÷ڙÙ'×YÝçð¶ð[ê¨ÝèTàé'ÚàQO L'ØÝ®ù~Ùêó®Ù\ñN"F É'O”1~Ê,+ èàDR}L&ë'èiڙÙ_BMLyv tdÖ;èöÖ;èÝÝêÖ®ßcÚàÖØ,ÿîêíàé¶è

àÖ6ڙØ,ÙØ¾ÙönÝ;ڙßUð¶á¾è;

L

ñN"F É'O”1~ʸú éèÙUí(êÖoN.F É)O1 àéè1ßUê=×~èÈá&ê™í ; L ØÝ

;LŒFSR}LhoL

I ? L O

ó®éèÖ;èT? L‚ØâÝlàé¶è BML vT|yßcڙà;ÖØ,ÿQêí±ÖÚÙ'×~êß èÖ;ÖêÖ6Ý@àé'Úà”Ú™Ö;èc×~ØâÝàÖ;ؾëç¶àè×oÚ£ÞÞêÖ6×~ؾٶöLàêYÚcßcÚ $

àÖ;ؾÿYßîçá,àØ,ìÚÖØâڙàèTÙêÖ;ßcڙá ×~ØÝàÖØ,ëçà;ؾêÙaB+UV=WYX ã

6O

O L"Z œ®æ”ã´Ýèè[21ڙØ=$

ú

ڙØ÷ڙÙ'×]\¸Ú™ê%$

ú

Ø,Ùöñ

É)6

ñ

Þé'ڙðà;èÖ

( æ Ê

2/ênóIèTÞڙÙcó®Ö;ؾàè-;L_^ B U V WYX ã`R}LhoL

O O L Z œ®æ

Ê

GacbdbdeTfgah )'gN.F

É)O1iNjlk

%,mn!o=pq$M)',mr)Ksh L tuI œwvHxm%*Iy)tA;z'H%

ã

(=ʾÉ

æ ?h|{Q}

L F R j

L O D 9

L

R}L

$ D 9 R j

L O D 9

L

;L

(5)

ã

(=Ê1 æ ?œ

{|}

F É

B 2

.L' 9 E ; L 6R L ?h {Q}

L F j O D 9

L E ; L 6R L ?h {|}

L F p

',))Ks

ú

é¶èlá,êö%$"á,ؾù/èá,ؾéê/ê=×Uê™í ;L[ØâÝ

ã5h L O œ®æ›F

…ƒ†

[ 6 É

1

ã<|Iá¾Ù

0O L 0 I B L á¾Ù 0œ 0æ 6

6 É1 [ ExO

D 9

L ã ; L 6R

L h L

æœ

D 9

ã;

L

6R

Lh Læ j F p

åýí(à;èÖ¸Ýèà;àØ¾Ù¶ödàé¶è@ð'ڙÖ;àØâڙá×~èÖ;ؾì£Ú™à;ؾì/èÝ ê™í

ã5hoL

O

œ®æ)󮨾àénÖè Ýð'èÞà¸àê h Lôè7 ç'Úá&à;ê 4èÖ;êdó¸è³ê£ëàÚØ¾Ù

Ùê£ÖßcÚá&è/ç'ڙà;ؾê£Ù'Ý

R j

L O D 9

L

R}LhoLœ

D 9

FSR j

L O D 9

L

;Lœ

D 9 O

NyF

É'O1

ñ[ó®éØâÞ¥éOá¾èÚ£×mçôÝýà;êcã

(~Ê,É æ Ê

êó Ýê£á¾ì=ؾÙöTàéèfßcڙà;ÖØ¾ÿTè/ç'ڙà;ؾêÙ 2L'

9 E

} V

F 6

óIè±êëà6ڙØ,Ù ã

(~Ê1 æ Êú

ڙù=ؾٶödßcÚàÖØ,ÿn×~èÖ;ؾì£Ú $

àØ,ì/èݦó¸è1ç'Ýè×UÖ;èÝçá,àݦí(Ö;êß Þé'ڙð¶àèÖ

ؾ٠# ڙö£Ù~çôݳÚÙ'× èç'×~è Þ¥ù/èÖ±ã

1'6'6)1

æ Ê

SeSfg % jlk %*mnMo=pq$!)' ?œ

{Q}

omryvYo=xm%*I %,mn!o=pq$!)'Qt I

ã (=Ê( æ ? A

{|}

CEF

B 6 1 t

B œ p

',))Ks ú é¶èlè ÝàØ,ßcڙà;êÖ1?œ

{Q}

öØ¾ì/èÈÙQØ,Ùyã (~Ê1 æ¸ÞÚÙLë'è1Öèó®Ö;ؾà;àèÙUØ,Ùcàéè@í(êá,á¾êó®Ø¾Ù¶ö”ó®ÚÛ

{|}

F É

B 2

.

L('

9 ; j

L

ã 6 :Læ j O D 9

L

ã!16@:L¾æ ;L

O

ó®éèÖ;è

:LF R}L> MR j

L O D 9

L

R}L

$ D 9 R j

L O D 9

L

ØÝ±Ú™ÙoØâ×~èßUð'ê£àèÙ=àIßcÚàÖ;ؾÿñŒN3F É'O”1~Ê1 ÝØ¾Ù¶öîðÖ;êð'èÖ;àØ¾è ÝýêíIØâ×~èßUð'ê£àèÙ=àIßcÚàÖ;ØÞèݸڙÙ'×_>fÚç'ÝÝØÚ™Ù

ÖÚÙ'×~ê£ßjì/èÞàê£ÖÝdã´Ýèè¨ñÎè

Êö Êñ #

ڙö£Ù~çôÝlÚÙ'×

èç'×~è Þ¥ù/èÖÈñ

1)6'6)1

æñóIènêëà6ڙØ,Ù ã

(~Ê( æ Ênú

é=ç'Ýñ&í(çÖ;àéèÖ

óIè1ó®Ø,á¾á&çôÝè1àéè1ëØâڐݱڐ×"çôÝàè ×mè ÝàØ,ßcڙà;êÖ

?œ F B

B 6 1 t ?œ

{|}

p

çà$#

? ?L F ? ?L 6  ?L F E7?h {|}

L

6ahoLF j l ? ñJN,F

É'O1

ñ ÚÙ'×%# ?œ–F?œ 6iœ

ÊE+

èà$&Uã üæ±ë'èUàé¶è

Ýà6ڙÙ'׶ڙÖ× Ùê£ÖßcÚá®ð

Ê× Êí Ê

ä³èÙê£àèoë=ÛB:(' 9*)

L

F,+ : E ?D F$-.+

? ?L ñ :/' 2!)

L)™ F0+

2 : E ?D F1-.+

?L

+dã

?™ æ j ñ

:(' 92)

3

4657

F8+ : E ?D F$-+

?

9;:Èñ :(' 2!)

3

4657 )3 46<=

F>+

2 : E ?D F$-+

?

9;:?+

?

A@CByڙÙô×B:(' 2!)

L@ )3

4657 F8+

2

:D-E ?D FE+

?L@ + ?

9;:

àé¶èLð'ÚÖàØâڙáf×~èÖ;ؾì£Ú™à;ؾì/èÝdçð à;êÇÝè ÞêÙ'×ÇêÖ6×~èÖUêí: E

?D

F ó®Ø,àé Ö;èÝð'èÞànàêyàé¶èyÞêÖ;ÖèÝð[ê£Ù'×~Ø,Ùö

ð'ÚÖڙßOèàèÖ6ÝÎèÈìÚá¾ç'ÚàèהÚà

? ?9 F  ?9 ñ ? ?2 F  ?2

ÚÙ'× ?œ FHœ±ñó®é¶èÖè

?L@

×=èÙêà;èÝ àéèGF ÞêßUð'êÙ¶èÙ~à

ê™í àéè1ì/èÞà;êÖ

?L

ڙÙ'×

?

A9H:®ØÝDIKJîèá,èßUèÙ=à ê™í àéè1ßcÚàÖØ,ÿ ?œ@ñN

O — F É)O1

ñI

O J O F O F

É)O?pp<pO

| Ê

(6)

+

èà U V/ãKO Lüæ€ë[è®à;éè®áÚÖö£èÝàèØ¾ö£èÙ=ìÚá¾çè¸ê™íO LñNyF

É'O1=Ê

è¸ßcڙù/èàé¶èIí(êá¾á,ê󮨾ÙöfڐÝ;ÝçßUð¶àؾê£Ù'Ý

M ã l ? æ j R j

L

R}L

$ l ?

FH@ E 9

UV

F ñ'ڐÝBkL b Ê

MT cUV ã-O Læ L ñ L b

ñ'ڐÝB L b ñN"F

É'O”1~Ê

Myf U 2

U /

\ñ'ڐÝB

9 O B 2 b ñ 6

b

ñNyF

É)O1~Ê

X ˆ

ccb fgfg YGG )xm%

Ml

Myf )$#I s )'a!',o=t o=tQm p@G#%,m ; 9 i ; 2 %nt[ % xm$p@G!)$!o=

%,FHG tm o=)t])Ks

%q%,F G%*nK%*I %n'n',)'+'*$K%s )'+

% E " ? *

?D F om

? j A : E

?D

FDC F : I 2

.

L('

9

L I

B 6 1 t I

@dãCB D 2 æ O

%n'H%

: F 2

.

L('

9 ? LY4

4 6 #1 I ã6

É æ L

9

# 8 O

L F É

1 # ?9 & 4 6 #1 6

# 8 4 #1 I ã6

É æ L

9

# 8 2 l ? $ j R j L O D 9

L

R}L

$ D 9 l ? O

F ?9 & 4 6 #1 6

# 8 4 2

# I ã|6

É æ # 8

tuI

# F 9 㠝 ?9 6  ?2 æ j œ D 9 㝠?9 6  ?2 æ

om|

% j

$#t )vYomrIomnMtu%

i

N"F

É'O”1

',))Ks.2¨Ø¾Ù'Þè: E ?D FWØÝîØ,Ù~ì£Ú™Ö;ØÚÙ~ànçÙ'×~èÈÖQá,ؾÙè ڙÖnàÖÚÙ'Ý8í(ê£ÖßcÚàØ,êÙ'ÝUê™íi×ÚàÚÇóIèLçôÝèyàéèoßUê£Öè

Þê£Ù~ì/èٶؾèÙ=à¸ÞڙÙê£ÙØÞÈڙá&í(êÖ;ß ê™í

 ?L F ã6 É æ L

9 #1 É ? O

ã

(=Ê8 æ œ F O

ó®éèÖ;è

É ?

ØâÝIÚ|$"ì£Ú™Ö;ØÚàè@ì/èÞàêÖ¸ê™íJ4èÈÖê/èÝèÿÞèðà û'ÖÝà±Þê/êÖ6×~ؾÙôڙàèfó®éØÞéUØÝè/ç'ڙá'àê

É

ñŒN.F

É'O1=Ê

L ÿ~ðôڙÙ'× : E ?D FoØ,ÙUÚ

ú

ÚÛ~á,êÖ÷ÝèÖ;ؾèÝڙë'ê£çà®àéèfð[ê£Ø¾Ù=à

 ?9 F!

2 É ? ñ  ?2 F 6"

2 É ?

ñœ F

Ê)ú Úù~Ø,Ùö

àé¶èdèÿ=ð'èÞàÚàØ,êÙLó®Ø,àéoÖ;èÝð'èÞà±àêOàéèi×~ØÝàÖØ,ëçà;ؾêÙYê™í;WڙÙ'×o×=Öêð¶ðؾÙöOàéèTàéØ,Ö×Qê£Ö×~èÈÖ@àèÖ;ßcÝ

óIè1é'Úì/è

?

jBA

: E ?D FDC F : I 2

.

L('

9 E : ' 92)

L F j ? j ~ #

?L „ I X

.

9): ' 9 E : ' 9*)

3

4657 F j ? j W # ?

9;:c

I

I É

1 2

.

L) ' 9

[ E :(' 2!)

L)™ ? j A # ? ?L !#

?™ $ j C F I

(7)

I É

1 X

.

9 ): )@ )B ' 9 E : ' 2!)

3

4657 )34 <=

F j ? j W # ?

9;:

# ?

@CB c I

ã

(=Ê æ I É

1 2

.

L)™ ' 9 X

.

9): )@ ' 9 E :(' 2 )

L@ )3

4657 F j ? j ~ # ? 9;: # ? ?L@ „ p

2/Ø,Ù'Þè : E>?D FyØÝIßUØ,ÙØ¾ßnØ4èהÚàdã

(~Ê8

æñà;éèÙ\ñ~í(ê£ÖoN.F

É)O1

ñ

ã

(=Ê& æ :('

92)

L F š X O

ó®éèÖ;èdš X ØÝ›|$×=ؾßUèÙôÝØ¾ê£Ù'ڙáì/èÞà;êÖ®ê™íž4èÖ;ê/èÝñ'ÚÙ'×

ã

(=Ê/

æ :('

92)

3

4657 F 6p

ÝØ¾Ùö + èßOßcÚ (~Ê¾É óIè1ö£èà®àé'Úàñ~í(ê£ÖN"F É'O1 ñ

ã

(=Ê æ ? j A #

?L

!#

? ?L $ j CEF

l

?%$ j R j

L O D 9

L

R}L

$ D 9 l ?

p

þ Öê£ßjã 1=Ê¾É æ¸Ø¾àí(êá,á¾êó±Ýñà;é'ڙà

ã

(=Ê æ ?

jqA

#

?9 # ? ?2 $ j C Fš X5W5X

O

ó®éèÖ;èdš X5W5XfØÝ›|Av}|UßcÚàÖØ,ÿîêí›4ÈèÖê/èÝ

Ê

å±áÝê

ã

(=ʾÉq6

æ ?Çã2#

? 9;: # ? @CB æ7F

É

B 6 1 t

ãe 9@  :2B

I  9B  :2@ æ

ڙÙô×

ã

(=ʾɣÉ

æ ? j ~ # ? 9;: # ? ?L@ „ F

6:O

ë'èÞÚç'Ýè1ê™í àéè1ðÖ;êð'èÖà;ؾèÝIêíg>fڙç'Ý;ÝØâڙÙLì£ÚÖØÚëá¾è Ý@ã # ڙö£Ù~çôݳÚÙ'× èÈç'×~èÞù/èÖñ 1'6'6)1 æ Ê

ê£àè1àé'Úà

ã

(=ʾÉq1

æ :('

2!)

L)L F ?9

# & 476

#1 6

# 8 I 4 #1 I

ã6

É æ L

9

# 8 2 6

É É ? É j?

ŽO

í(êÖzNyF

É'O1=Ê

ÝØ¾ÙönÚ£ÝÝç¶ßUðàØ,êÙ'Ý@ã´å

É

æ¸ÚÙ'× ã´å

1

æ¸ÚÙ'×Qà;éè1ؾÙè7 ç'Úá¾Ø,àÛ

l

?,$

j

`R j

L O D 9

L

R}L

$ D 9 l ? U V ã-O L¾æ

l

?,$

j

MR j

L

R}L

$ D 9 l ? O

óIèTÞÚÙYÞêÙ'Þá¾ç'×~è1à;é'ڙà

LFH@ E 9

U V F O

ڐÝBkL b

ñŒN.F

É)O1~Ê

Ù'×=èÖUÚ£ÝÝçßUðà;ؾêÙôÝLã"å

É æ$6ã"å

(

æ”àé¶èoÖèÝØ×~ç'Úá@àèÈÖß ê™íyã

(~Ê

æ”ØâÝîê™íTêÖ6×~èÖA@ ã B D 2 æ

ÊWú éèÙ

ðçà;àØ,ÙöLã æ $6ã æ®Ø,Ù~à;êUã æIó¸èdÞêßUðá,èàè±àé¶èlð¶Öê/ê™í ê™íà;éè1àéèê£Öèß

(8)

å@Ý@àé¶ènÞêÙ=àÖ;ؾëçà;ؾê£Ù í(Ö;êßaé¶Ø¾öé¶èÖ1êÖ×=èÖ1àèÖ;ßcݳؾÙoà;éènðÖèÝèÙ=àè×oÚ£ÝÛ=ßUðàê£àØâÞdèÿ~ðôڙÙ'ÝØ¾êÙyØÝ

Ùèö£á¾Ø,öØ¾ë¶á¾è/ñó¸è@ç'Ýè”ã í(ê£ÖIàé¶è@èì£Ú™á,ç'ڙà;ؾêÙOê™íàé¶è@ð'èÖí(ê£ÖßcÚÙ'Þè®ê™í

+ ä þ

æ)àéèõڐÝÛ=ßUðà;êà;ØÞ®èÿ~ð'èÞàè×

èÖ;ÖêÖ®Ö;èöÖ;èà

Q?? ‚F

2

.

L('

9 L I

B 6 1 t O

ó®éèÖ;è

L,ñ"N3F É'O”1 ñ\ÚÙ'×

ڙÖ;èn×~èû'Ùè ×QèÚÖá¾Ø,èÖ Ê # Ø¾ÙØ,ßîç¶ß^êí|?3?  Þêçáâ×oڙáÝêUë'èîçôÝè×oÚ£Ý@Ú

ÞÖ;ؾàèÈÖØ¾ê£Ùîí(êÖ±êð¶àؾßmڙá'àÖ6ڙؾٶؾÙöOÝÚßUðá¾èõ×~èÝØ,öÙ

Ê

Nycbde&

ÙUàé¶èdÞÈڐÝèfê™í÷ã"ÝðôڙàØâڙá(æg>@Úç'ÝÝØÚÙLÖÚÙ'×~ê£ß ûôèá×îó®Ø,àéUßnçá,àØ¾ì£ÚÖØÚàè±Þê£Ù'Ýà6ڙÙ=à³ßOèڙÙ

àé¶èdÚ£ÝÛ=ßUðà;êàØâÞ³èÿ=ð'ڙÙôÝØ¾ê£Ùcê™í LNL ØÝ@ã"ä±ç.-ÞØ¾ÙôÝù£ÚÝ®ÚÙ'×

-

2=Úá¾àÛ=à9è/ñ 1'6'6)1 æ

? j A : E ?D FDCEF : I 2

.

L('

9 L …

L I B 6 1 I @ 5B D

2%$

O

ó®éèÖ;è

LF ?9 & 476

# 6 #1 8 4|A6

É I 476

#1 I ã 6 É æ L

#

818

1

#mæ

O

nF 9 & 4 6

# 6 #1 8 4 2

# I ã|6

É æ #1 8

ڙÙô×

…

L F É jU V O D 9 L É U V O

éèÖ;è

É

UV ØÝBkL$8×~ؾßUèÈÙ'ÝØ,êÙ'Úá[ì/è Þàê£Ö®ê™í)êÙèÝñN.F

É'O”1~Ê

Ùîà;éè@áâڐÝà÷ÝèÞàØ¾ê£Ùîó¸è@Úððá,Ûîà;éè1ÞáâڐÝÝØüûÞÈڙàØ,êÙnðÖê=Þè×~çÖ;è@ç'Ýè ×îØ¾ÙnàéØâݦð'Úð'èÖ®ÚÙ'×cÞڙáâÞçáÚàè

Q??  ì£Ú™á¾ç¶èÝýà;ênÚ`Ö;èڙá׶ڙàÚnÝèÈà

Ê

8ÊR=ÔÓS'̀ÔÐ Ì

# ڙÙ=ÛT×~ØüïèÖ;èÙ=à‚í´ÚÞà;êÖ6Ý Ú ïèÞàà;éè*/ç'ڙá,ؾàÛ1ê™í€ó®Ú™à;èÖñ¨Ú™Ù'×déèÈÖèó®Ø,àé”àé¶è±ÞêÙ'×=ؾàØ,êÙ'Ý\í(êÖÝð[è ÞØ¾èÝ

á¾Ø,ì~Ø,Ùödà;éèÖ;è

Êò

èÖ;è³ó¸èdÚÙ'ڙá,ÛÝè ç'ÚÖà;èÖá,ÛU×ÚàÚnÞêá,á¾èÞàè×îØ,ÙUàé¶è ®Úá¾à;ØÞ@ÝèÚdؾÙ

+

ؾà;é~çôÚ™ÙØâڙÙcèÞê%$

Ùê£ßUØÞÚá74êÙècØ,Ù àéècð'èÖ;ؾê=×

É ;8

$

1'6)6~É/Ê ú

é¶èîí´ÚÞà;êÖ6Ý`ó¸ècڙÖ;èQØ,Ù~à;èÖè ÝàØ,ÙöLØ,ÙÇڙÖ;èYڙßUê£çÙ~àTê™í

êÿ~Û=öèÈÙcã4ßUá(øá4æ6ñÝ;ڙá,Ø¾ÙØ,àÛnã 2 æ)ڙÙ'×nڐÞà;ؾì=ؾàÛ@êí\àé¶è³é=Û×=Öêö£èٔؾê£Ù'Ý®ã4ð ò æ\ؾٔà;éè³ó÷ڙà;èÖ Ê å@ÞÞê£Ö×0$

ؾٶödàêTé~Û¶×~Ö;êá¾ê£öØâÞڙááÚó±Ý í(ê£Ö®Þê¨ÚÝà6ڙáÚÙ'×îêð'èÙYÝèÚló÷ڙàèÈÖÝñ=ؾàØÝÖèÚ£Ýê£Ù'ڙëá,è1àê”×=ØÝà;ؾÙö£çØÝéUàé¶è

í(êá,á¾êó®Ø¾Ù¶öLöÖ;êçðôÝ`êífÝàÚàØ,êÙ'ݔó®éèÖ;èUßUèÚ£ÝçÖ;èßUèÙ/à6Ý@ڙÖ;èUð'èÖí(ê£ÖßUè×

Þê/ڐÝàÚág4êÙè¨ñ×~çßUðØ,Ùö

ÝØ,àèiڙÙ'×]2@áÚØ¾ð è9 ×Ú`à;ÖÚÙ'ÝèÞà”ã4ßcÚðLêí¸Ýà6ڙàØ,êÙ'Ý1ÞÚÙoë'èlí(êç¶Ù'×LؾÙ\ñ'í(êÖ±èÿÚßUðá,è/ñ?ýèÈð[ê£ÖàÈñ 1)6'6'1 æ Ê

2/à6ڙàØ,êÙ'ÝØ¾Ùdà;éèD2@áâڙؾð è×ÚIàÖ6ڙÙ'ÝèÞàÚÖè¸ë[èÈàó¸èèÙTÞê¨ÚÝà6ڙáŒ4ÈêÙè÷ڙÙ'×T×~çßUðØ,ÙöfÝØ¾à;è¸Ú™Ù'הÚÖè®ÝðÖè9 ڐ×

ؾÙn×=ØüïèÖèÈÙ~à)×~ØÝàÚÙ'ÞèÝ àêó÷ڙÖ×¶Ý à;éè®êð'èÙOÝè Ú Ê à ßmÚ Û1ë'è®Ø¾Ù=àèÈÖèÝàØ¾Ù¶ö@àê1Ýèè®ðÖ;êð'èÖà;ؾèÝ êí&ó®é¶ØÞé

4ê£Ùè®ÚÖè®ßUê£Öè¸ÞêßOßUêÙ1àêfàéèß

Ê\ú

é~çôÝñó¸è®ÝÚÛTàé'Úà àéèÈÖè®ÚÖè®àóIêfÞáâڐÝÝè݂êí\ÝàÚàØ¾ê£Ù'ÝIã´Þê/Ú£ÝàÚá

4ê£ÙèTڙÙ'×Y×~çßUðØ,Ùö”Ýؾà;èæ¸Ú™à®ó®éØâÞ¥écà;éè1àéÖ;èè1ßUèÙ=àØ¾ê£Ùè×nڙë'êì/è@í´ÚÞà;êÖݱڙÖ;è1ßUèڐÝçÖè × Ê

# èÚ£ÝçÖ;èßUèÙ=àݸڙÖèTßcڐ×=è1ڙàf×~ØüïèÖ;èÙ=à±×~èðà;é'Ý

Ê

åfÝýØ,ÙLàé¶ØÝIð'Úð[èÈÖ@àéè1Ø,Ù>='çèÙôÞè1ê™í¸×~èÈðàéYêÙ

í´ÚÞàêÖ6ÝýØâÝIÙêà±Ø¾Ù=ì/èÝàØ¾ö¨Ú™à;è×&ñ/óIèT×~èÚá\êÙá,ÛU󮨾à;écàéè1êëôÝèÖ;ìÚàØ,êÙ'Ý®ßcڐ×=è1ڙà

É

ßOèàèÖ¸×~èÈðàé

Ê

èîé'Úì/è

('1

à;ؾßUèTð[èÈÖØ¾ê=×¶Ýdó®éèÙ ßUè ڐÝç¶ÖèßUèÈÙ~à6ÝýØ,Ù èÚ£Þ¥é Ýà6ڙà;ؾêÙÇó¸èÖènð'èÖí(ê£ÖßUè×

Ê Ù àé¶è

Þê¨ÚÝà6ڙá:4êÙ¶è³ãef

9

æ&à;éèÖ;èIÚÖè

É?6

ÝàÚàØ,êÙ'Ýñ/ڙÙ'×1ؾÙ1àé¶èI×=çßUðØ,Ùö±ÝØ,àè±ãZf

2

æ&ê£Ùá¾Û

(=Ê

Ùdà;éè 2@áڙØ,ð è×Ú9

àÖ6ڙÙ'ÝèÞà@ó¸è”é'Úì/è

8

Ýà6ڙà;ؾêÙôÝ

*

àéè ÝènڙÖ;ènÝà6ڙàØ,êÙ'Ý1àêUë'ènÞáâڐÝ;ÝØüûôè×

ÊTú

é~ç'ÝkB F

()1'6

ñ7B F

)&

(9)

ڙÙô×K|ŽF

(~Ê

èmڐÝÝçßUèUà;é'ڙà”à;éèY×ڙà6Ú ÚÖèUÖ;èڙá,Ø4ÚàØ,êÙ'Ý1ê™í1à;éècÝðôڙàØâڙá=$"à;èßUð'êÖ6ڙá,>fÚç'ÝÝØÚ™Ù

ÖÚÙ'×~ê£ß ûôèá×

Ê

Ùdà;éØÝ‚ðôڙð'èÖ ó¸è®×~èÚá~ó®Ø,àénÚ@Ýð'èÞØÚáÞÈڐÝè®êíÖèö£ÖèÝ;ÝØ¾ê£Ù”ßUèÚÙlßOê=×~èá"ñÙ'ÚßUèá¾Û±àé¶èIû'ÖÝà $´êÖ×=èÖ

àÖ;èÙ'× ÝçÖí´Ú£ÞèUßUê=×=èá®ã

ò

ڙؾٶؾÙö¶ñ

É)6 æ Ê ú

é¶èÖènó®Ú£ÝdÙêLà;èßUð'êÖ6ڙáàÖ;èÙ'× ×~èÈàèÞà;è×&ñÝêoó¸èUÝ;ÚÛ

àéôڙà±àéè1ÖèÈöÖè ÝÝê£Ö®ßcڙà;ÖØ,ÿ`í(ê£Ö®èڐÞécàØ¾ßOè³ð'èÖ;ؾê=×QØâÝIàéèTÝ;ڙßUè

Ê

ÙÇêçÖUßOê=×~èáIó¸ècç'ÝèYàéè ڐÝÝçßUðà;ؾê£Ù êí1ù=Ùêó®Ù ÝðôڙàØâڙá=$"à;èßUð'êÖ6ڙá±Þê£ÖÖèÈáڙà;ؾê£Ù ßcÚàÖØâÞèÝ Ê

ò

êóIèÈì/èÖñØ,ÙdðÖ6ڐÞà;ØÞèàé¶ØÝ\ØÝ‚ç'Ýç'ڙá,á¾Û1Ùê£à‚à;éè®ÞÚ£Ýè

Ê)ú

éèÖ;èí(êÖ;è/ñóIè¸ð'èÖí(ê£Öß í(çÖà;éèÖ)ÞڙáâÞçáâڙàØ,êÙ'Ý

󮨾à;éoÞê£ÖÖ;èáÚàØ¾ê£Ùcßcڙà;ÖØÞèݦê£ëàÚØ¾Ùè×cë~ÛOç'ÝØ,ÙöîðôڙÖÚßUèà;ÖØÞfÝð'ÚàØÚá$´àèßOð[ê£ÖÚáÞêÖ;ÖèáâڙàØ,êÙUí(çÙ'Þ$

àØ,êÙ'ݳû'à;àè×Là;êcèßUðØ,ÖØÞÈڙá\êÙ¶èÝ Ênþ Ø,ààØ,ÙöUêí®ÞêÖÖ;èáÚàØ,êÙoí(çÙ'Þà;ؾêÙoØ,ÙyÝð'ÚàØâڙá$´àèÈßUð'êÖÚáÞê£Ù~à;èÿ~à

ØÝ@ßUê£Öèi×~ØmÞçá,à@àé'ÚÙ Ø,Ù à;éènÝðôڙàØâڙá¸ÞÚ£Ýè Ênú é=ç'ÝñóIènÞê£Ù'ÝØâ×~èÖTÝð'ÚàØâڙá$´àèÈßUð'êÖÚáÞê£ÖÖèÈáڙà;ؾê£Ù

ßUê=×~èÈáÝ ó®éØÞécÚÖèTÝèðôڙÖÚëá¾èfؾÙcÚdßnçá¾à;ؾðá,ØÞÚàØ ì/è®ÝèÙ'Ýè”ã;Ö;èÝÝØ¾è1ÚÙ'× ò ç'ڙٶöñ É :* ä³è èÝÚÖè

%H!$# ñ

1'6'6=É æ6ñ[Ø

Êè Ê …

Lã

ˆ

æ7F

…

L£ã

ˆ ‰ æ … Lã

Š ‹ æ O

ó®éèÖ;è

…

L™ã

ˆ ‰ æ F … 㠈 ‰

‰L

æ÷ڙÙ'×

…

L™ã

Š ‹ æ F … 㠊 ‹

*”

‹L

æñN›F

É'O1

ñ&ÚÖèiÝð'ÚàØÚá ÚÙ'×LàèÈßUð'êÖÚáÞêÖ;ÖèáâÚ $

àØ,êÙUí(çÙ'ÞàØ¾ê£Ù'ÝñÖ;èÝð'èÞàØ¾ì/èÈá¾Û

Ê

å@ÞÞêÖ×=ؾÙöUà;êLê£çÖdßUê=×=èá"ñ&à;éènßîçá,àØ,ìÚÖØâڙàèiÝà;Öç'Þà;çÖè”êífÚLÝèà1ê™íIí(è ڙàç¶ÖèÝ@ØÝ@Ø,Ù'×~èð'èÙ'×=èÙ~à

êÙyàé¶ènÝð'ÚàØÚáÞê£ÖÖèÈáڙà;ؾê£Ù\ñ&ó®éØâÞ¥éYØÝ³à;éènÝÚßUèlí(ê£ÖdÚá¾á\í(èڙà;çÖè Ý

ÊTú

éØÝ@ØÝfÚUÝêYÞÚá¾á¾è ×QؾÙ=àÖ;ؾÙ'ÝØÞ

ßnçá¾à;ؾì£Ú™Ö;ØÚ™à;èTÞêÖ;ÖèáâڙàØ,êÙ\ñ\ë'èÞÚç'ÝèOàéènÞê£ÖÖ;èáÚàØ¾ê£Ù ë'èàó¸èèÙLí(èÚàçÖ;èÝ1×~ê/èÝlÙ¶êàT×~èð'èÙ'×oçð'êÙ

ÝðôڙàØâڙáÝÞÈڙá¾è1ã Ú£Þ¥ù/èÈÖÙ'Úöèá´ñ

É

æ

ÊIú

é¶ØÝ‚í´ÚÞà)óIè±ç'Ýè®ó®éèÈÙîèÝàØ,ßcڙà;ؾÙö±àéèfÝðôڙàØâڙáÞê£ÖÖèÈáڙà;ؾê£Ù

í(çÙ'ÞàØ¾ê£Ùlí(ê£Ö‚ê£çÖ×ÚàÚ

Ê è¸ç'Ýè¸àéèí(êá,á¾ê󮨾Ùö®ð¶Öê=Þè×=çÖè Ê)þ

êÖèì/èÖÛfð'ڙØ,ւêí'á¾ê=ÞÚàØ,êÙ'ÝIã´Ýà6ڙàØ,êÙ'Ýæ

ؾÙYöèê£öÖ6ڙðéØâÞڙá)ÝðôڐÞèiÚUÞêÖ;Öèáâڙà;ؾêÙcì£Ú™á,çèdë'èàó¸èèÙcàóIênàØ¾ßOè@ÝèÖØ,èݳÞÈڙÙLë'èiÞڙáâÞçáÚàè× ÊIú éØâÝ

óIèO×~êUí(êÖTÚá¾áàéÖ;èèdí(èÚàçÖ;èÝ1Ýèð'ÚÖÚàèá,Û Ê åýí(àèÖfðá¾ê£ààØ,ÙöYڙá,á êëà6ڙØ,Ùè× èßOðؾÖ;ØÞÚáÞêÖ;ÖèáâڙàØ,êÙ'Ý

ì¶Ý Ê ×~ØâÝàÚÙ'Þè1óIè1èÚ£ÝØ,á¾Û”û'à³ðôڙÖÚßUèà;ÖØÞÈڙá'ßUê=×~èáë~ÛOç'ÝØ,Ùöîà;éèEt"#o=t ÷í(ç¶Ù'ÞàØ,êÙcؾ٠# ÚàáÚë Ê

ò èÖ;è1óIèTÞêÙôÝØ×=èÖ³à;éè@í(êá,á¾ê󮨾ÙöOÝðôڙàØâڙá)ÞêÖ;Öèáâڙà;ؾêÙUí(çÙôÞàØ,êÙ'Ý1ã"Ýèè/ñè Êö Êñê£çÖÙ¶èá ÚÙ'× ò çØ$

"ëÖ;èöà6Ýñ É/ æ

2/ðé¶èÖØâÞڙá

… L ã 0ˆ ‰ 0

æ7F

É)O

0ˆ ‰ 0 F

6O

V2

V V2 4 É 6 7 2

V/ I 9

2 E V/ F 7 8 O 6 0ˆ ‰ 0  ‰L2 O

6:O

0

ˆ"‰

0

 ‰L2 O

ó®éèÖ;è  ‰L?

ØâÝdàéèOÙ~çö£öèà”èï&è Þàñ  ‰L? I  ‰L9

$õÝØ¾á,á®ÚÙ'×  ‰L2

$1Ö6ڙÙö£èQêí@à;éècÝðéèÖ;ØÞÚá®Þê£ÖÖèÈáڙà;ؾê£Ù

í(çÙ'ÞàØ¾ê£Ù

Ê

L ÿ~ð'ê£ÙèÙ=àØÚá

… L 㠈 ‰

æ7F É)O

ˆ ‰ F 6O

V2

V

V2

èÿ=ð E 6 9

V

/

ˆ 2‰ 9 I Lˆ 2‰ 2 F O ˆ ‰ “ 6O

>fڙç'Ý;ÝØâڙÙ

… L 㠈 ‰

æ7F É'O

ˆ ‰ F 6O

V2

V

V2

èÈÿ~ð E 6 9

V/ 㠈 2

‰ 9 I Lˆ 2‰ 2 æF

O ˆ ‰g“

6O

(10)

9 2

ÚÖڙßOèàèÖ6Ý ? É ? É

22

2 2 2

6:p&'&=É;/ 6:p&0/ (~É 6p=/%1'6 6p&'1'6)1 6:p& '1~É

 ‰

9´2

(%8Œp( 0/ & 6:p6%8& 6p1~É?1 6p6'6/ 6:p¾É£É;8

9 6 É 6p6~Éq& É 6:p6 '1'6

N?

9

6:p60/ 1'6 6:p60/¨É 6p60//É£É 6p60/%()6 6:p6//É

22

2 2 2

6:p 6:p'& 6p'& 6p)& 6:p 0/

 ‰

22

6:p81 6:p6'(=É 6p6~É?6 6p6'('()& 6:p6)6'('&

2 6 É É?6:p6)6'1 É Éq6p('1)&

N?

2

6:p)( 1:p8¶É

6

6%8 1:p8 6

6

6%8 1p8C

6

6;8 1p8'8

6

6;8

ó®éèÖ;è

ˆ ‰ F 㠈 ‰ 9 O ˆ ‰ 2 æ j ñ  ‰L?

ÚÙ'×  ‰L? I  ‰L9

ÚÖè”à;éè”Ù~ç¶ööèÈà@èïèÞà1ÚÙ'×oÝØ,á¾á´ñ&ÖèÝð'èÞàØ,ì/èá¾Û¨ñ  ‰L2 Ø,Ù

àé¶èláâڐÝà®àó¸ê”ßUê=×~èáâݦØâÝIð'ڙÖ6ڙßUèà;èÖ®×=èÝÞÖ;ؾëØ,Ùödà;éè1ÖÚàè1ê™í¸Þé'ÚÙöè1ؾÙYÝð'ڙà;ØÚ™á×=èð'èÙ'×~èÙôÞè/ñÚÙ'×

L

ØÝIà;éè1ð'ڙÖ6ڙßUèÈàèÖ¸ê™í¸ÚÙØÝêàÖ;êð=Û/ñN.F É'O1=Ê

ÚÖڙßOèàèÖ6ݳê™í®ûôààè × Ýð'ڙà;ØÚ™á¸Þê£ÖÖ;èáÚàØ¾ê£Ù í(ç¶Ù'ÞàØ,êÙ'Ý@Ø,Ùnf

9

ÚÙ'×nf

2

ÚÖènðÖè ÝèÙ=àè×oؾ٠ú ڙëá,è

ÉÊ èîç'ÝèUàé¶è`í(ê£á¾á¾êó®Ø,ÙöYڙëÖ;èì~Øâڙà;ؾêÙôÝ

í(êÖiÝðé¶èÖØâÞڙá´ñ ? É í(ê£ÖdØÝêà;Öêð¶ØÞÚá¦èÈÿ~ð'êÙ¶èÙ~à;ØÚá"ñ&?

í(êÖ¸ÚÙØÝêàÖ;êðØâÞڙá'èÿ=ð'êÙèÈÙ~à;ØÚ™á´ñ É í(êÖØÝêàÖ;êðØâÞڙá>@Úç'ÝÝØÚÙcڙÙ'× í(êÖÚÙØÝêà;Öêð¶ØÞÚáy>fÚç'ÝÝØÚ™Ù

Þê£ÖÖèÈáڙà;ؾê£Ùµí(ç¶Ù'ÞàØ,êÙ

Ê

å@ݔÞÖ;ؾàèÈÖØÚîí(ê£ÖUÞéê/ê/ÝØ¾Ùöoà;éèUí(çÙ'Þà;ؾê£Ù ó®é¶ØÞé û'àÝdë'èÝàîà;éèUèßOðؾÖ;ØÞÚá

×ÚàÚîà;éè1ßUèڙÙYÝ( ç'ÚÖèTèÖÖ;êÖ®ØÝ®ç'Ýè×

Ê*

Ù ú Úëá¾è

É

Ø,à³ØâÝ®×~èÙê£àè×cë~Û

N?

9

í(ê£Öf

9

ڙÙ'×

N?

2

í(êÖzf

2 Ê

å@Ý@óIèmÝèè”í(Öê£ß à;éè

ú

ڙë¶á¾è

É

ñ àéèOÚ™ÙØâÝê£àÖê£ðØÞÈڙáIèÈÿ~ð'êÙ¶èÙ~à;ØÚáIÝð'ڙà;ØÚá®Þê£ÖÖèÈáڙà;ؾê£Ù í(çÙ'Þà;ؾê£Ù

í(êÖ±ë'êà;éoÞáâڐÝÝèݦû'à6ݳ×Úàڔë'èÝà

Êú

é~ç'ݮؾÙcà;éè@í(çÖà;éèֱڙÙôڙá¾Û¶ÝØâÝIóIè1ç'Ýèlà;éØÝ¦í(ç¶Ù'ÞàØ,êÙ

Ê

ÙoêÖ6×~èÖ@à;êmûôà1ÚUàØ¾ßOèdÞêÖÖ;èáÚàØ,êÙLí(çÙ'ÞàØ¾ê£ÙoóIènÞÚáÞç¶áڙà;è”Úçàê=Þê£ÖÖ;èáÚàØ¾ê£Ù í(ç¶Ù'ÞàØ,êÙ'Ý@çðoà;ê

áÚö

É?1

í(ê£Ö®àؾßOè±ÝèÖ;ؾèݸڙà®èÚ£Þ¥éná¾ê=ÞÚàØ,êÙ

ʸú

éèÙUó¸è1Úì/èÖÚöè@ê£ëàÚØ¾Ùè ×QÚçàê=ÞêÖÖ;èáÚàØ,êÙ'Ý®êì/èָڙá¾á

Ýà6ڙà;ؾêÙôÝIؾÙOÞèÖà6ڙØ,ÙcÞáÚ£ÝÝ

Ê è±Öèð'èÚàIà;éØÝðÖê=Þè ×~çÖè±í(êÖIè ڐÞéîí(èڙà;çÖèõÝèð'ÚÖÚàèá,Û

Ê

á¾ê£àà;ؾÙöiڙá¾á

àé¶Öèè±êëà6ڙØ,Ùè×îèßOðؾÖ;ØÞÚáÚçàê=Þê£ÖÖ;èáÚàØ¾ê£Ùîí(çÙ'ÞàØ¾ê£Ù'ÝIÚÙ'×UÚö/ڙØ,ÙUç'ÝØ¾Ùö t"#o=tNIí(çÙôÞàØ,êÙnóIè®û'Ù'×

àé¶è³ë'èÝà¦û'à Ê å@Ý àé¶è³ë'èé'Úì=ؾê£çÖIêí\àé¶è³èßOðؾÖ;ØÞÚáÚçàê=Þê£ÖÖ;èáÚàØ¾ê£Ùîí(çÙ'ÞàØ¾ê£Ùîó÷ڐÝì/èÖÛiÝØ¾ßOؾáÚւà;ê

àé¶èlèÈÿ~ð'êÙ¶èÙ~à;ØÚá&êÙ¶è/ñóIè1󮨾á,á\Þê£Ù'ÝØâ×~èÖ®ê£Ùá¾ÛUà;éè1èÿ=ð[ê£ÙèÙ=àØâڙá\àèÈßUð'êÖÚá\Þê£ÖÖ;èáÚàØ¾ê£ÙUí(çÙ'Þà;ؾêÙ

… L 㠊 ‹ æžF

É)O

Š ‹ F 6O

èÈÿ~ð E 6 9

V Š ‹F O Š ‹.“

6O

ó®éèÖ;è

 ‹L

ØÝIð'ÚÖڙßOèàèÖ÷×~èÝ;ÞÖØ,ëØ¾Ùö”é¶ê™ó í´ÚÝà³à;éè1àèßOð[ê£ÖÚá\Þê£ÖÖèÈáڙà;ؾê£Ùmí(ç¶Ù'ÞàØ,êÙY×~èÞÖèÚ£ÝèÝ

Ê

þ

Ø,ààè ×îì£Ú™á¾ç¶èÝýêíð'ÚÖڙßOèàèÖ6ݦí(êÖ®à;éèdà;èßUð'êÖ6ڙá&èÈÿ~ð'êÙ¶èÙ~à;ØÚáÞêÖ;ÖèáâڙàØ,êÙUí(çÙ'ÞàØ¾ê£ÙoÚÖè

 ‹9 F

6p10/7'&

ÚÙ'×

 ‹2 F

6p6'& ;8Ê

2/çð¶ð[ê¨ÝèyóIèyÚÖèyؾÙ=àèÖ;èÝà;ؾÙöyؾ٠ÞáâڐÝ;ÝØüí(Û=ؾٶö àéèoê£ë'ÝèÈÖì£Ú™à;ؾêÙôÝQßcÚ£×~èLØ,Ù ÝðÖ;ؾÙö

1'6)6~É Ú™à

8

Ýà6ڙà;ؾêÙôÝõØ,ÙLà;éè[2@áڙØ,ð è×ÚnàÖÚÙ'Ýè9 Þà

Ê è”×~èÈÙêà;è”àéèÝè

8

Ýà6ڙà;ؾêÙôÝõë=Ûcá¾èà;àèÖ6Ý Tñ.hnñ0O ڙÙ'×_^

Ê

# ڙéôڙáÚÙêë¶ØÝ”×~ØâÝàÚÙ'ÞèÝT×~èÙê£àè× ë=Û%#±ñ F O h O O O

^Oñ‚ë'èàóIèÈèÙ è ڐÞé ê™ífàéè ÝècÝàڙà;ؾê£Ù'Ý

ڙÙô×LÞáâڐÝÝèÝgf ڙÙ'× f ÚÖèdö£Ø¾ì/èÙOؾÙ

ú

Úëá¾è

1=Ê

(11)

S R:Q # Úé'ڙáâڙÙê£ëØÝ±×~ØâÝàÚÙ'ÞèÝ

f 9 f 2

#

(p'&'()& p 0/

#

(p=//É?6 p=//%&

#

(p'6'6 p&'&/

#

(p0//É%/ p'6)1~É

SRQ

áÚ£ÝÝØ ûÞÚàØ¾ê£ÙcÖèÝçá¾à6ݮڙÙ'×cìÚá¾çè ÝIê™í Q?? 

2/à6ڙàØ,êÙ # ?9

áÚ£ÝÝ : Q??  |?3?  9B

É'p1)('6 6p 1 6p1'&%8 6:p¾É?6%8& 6:p6 '(~É

h

8Œp(=É 6p É 6p6~Ƀ8 6 6:p6'6=É?( 6:p6)6'6

O

ɐÉ'p86)('6 6p É 6p6'6~É£É 6:p6'6)6~É 6:p6)6'6'6

^

1'6p;8 &'& 6p É 6p6'6'6)6 6:p6'6)6'6 6:p6)6'6'6

É'p1)('6 6:p/ 1 6p8&/ 6:p6/%& 6:p6%8C'6

h 8Œp(=É 6:p/ É 6p6'1~Éq1 6:p6'6=Ƀ8 6:p6)6~É?6

O

ɐÉ'p86)('6 6:p/ É 6p6'6~É 6:p6'6)6~É 6:p6)6'6'6

^

1'6p;8 &'& 6:p/ É 6p6'6'6)6 6:p6'6)6'6 6:p6)6'6'6

É'p1)('6 6:p( 1 6p('6 6:p8()&'6 6:p( ~É?1

h 8Œp(=É 6:p( É 6p6~É)( 6:p6'6=É?1 6:p6)6'6

O ɐÉ'p86)('6 6:p86 É 6p6'6'6=É 6:p6'6)6~É 6:p6)6'6'6

^

1'6p;8 &'& 6:p8É É 6p6'6'6)6 6:p6'6)6'6 6:p6)6'6'6

Ù ê£Ö×~èÈÖdàêYÞáâڐÝ;ÝØüí(Ûoà;éèÝèUÝàڙà;ؾê£Ù'Ýñ ó¸èîç'Ýèîà;éènðá¾çö%$"Ø,Ù ®ÚÛ/èÝ@ÞáâڐÝ;ÝØüû[Þڙà;ؾêÙ Öçá,è

Ê

å@Ý@ó¸è

×~ê£Ù@¢à±ù~Ù¶ê™óÀàÖç¶èdì£Ú™á,çèÝ®ê™íßUè ڙÙ'ÝIêíë'êàéyÞáڐÝ;ÝèݱڙÙô×Qí(èڙà;çÖè1ì/èÞà;êÖfÞêì£Ú™ÖØâڙÙ'ÞèlßmڙàÖ;ؾÿñ~ó¸è

󮨾á,á'ç'Ýè@à;éèØ,Ö # + è ÝàØ,ßcڙà;êÖ6Ý)í(Ö;êß ã

(=ʾÉ

æ ڙÙ'×Yã

(~Ê1 æ Êú

éè1ÞáâڐÝÝØüûÞÈڙàØ,êÙUÖ;èÝç¶á¾àÝÚÙ'×Uàéè@ì£Úá¾çèÝ

ê™í Q?3?d ÚÖè1öØ,ì/èÙcؾÙ

ú

ڙëá,è

(=Êò

èÖ;è@óIèTÞê£Ù'ÝØâ×~èÖ±×~Ø ï&èÈÖèÙ=à®ì£Ú™á¾ç¶èÝIê™í)ðÖØ,êÖ±ðÖê£ë'Ú™ë¶Ø¾á¾Ø,àØ,èÝ

É

æfè/ç'ڙá¸ðÖØ,êÖdð¶ÖêëôڙëØ,á¾Ø¾à;ؾèÝñ‚Ø

Êè Ê ?9 F

6:p* 1

æfàéèOìÚá¾çèOê™í ?9 F

6:p/7

ó®ÚÝ”Þéê¨ÝèÙÇڣݔÚ

ðÖ;êð'êÖ;àØ¾ê£ÙUê™íÙ=çßnë'èւêíð'êØ¾Ù=àÝ Ø,Ùf

9 * ڙÙô× ( æ)àéè±ì£Ú™á¾ç¶è ?9

ðÖ;êð'êÖ;àØ¾ê£Ù'ڙáàêTàéè # ڙé'ÚáÚÙêëØâÝ

×~ØâÝàÚÙ'Þè@í(Öê£ß àé¶èlð'ê£Ø¾Ù=à®àênë[èTÞáâڐÝ;ÝØüûôè×Uàênàéèdf

9 Ê

å@Ýdó¸ècÝèèUí(Ö;êß

ú

Úëá¾è

(

ڙÙ'×ÇڐݔêÙ¶èLÞÈڙÙÇèÿ=ð[è Þàñ à;éè ®ÚÛ/èÝlèÈÖÖê£Ö”ÖÚàè!: ڙÙ'× Q?? 

×~èÞÖèÚ£ÝèÝ®ó®éèÙoà;éè”×~ØâÝà6ڙÙ'Þè”ë'èàó¸èèÙYÞáÚ£ÝÝèݳؾÙôÞÖèÚ£ÝèÝ Ê@ú éènÝßcڙá,á¾èÝàIì£Ú™á,çèÝdã´Ú™á,ßUê/Ýà,4èÈÖê~æ

ê™í : ڙÙ'× Q??  ڙÖè®ê£ëàÚØ¾Ùè ×`Ø,ٔàéè±ÞÚ£Ýè±ó®éèÙnÚ1Ýà6ڙà;ؾêÙT^ ØÝ ÞáâڐÝ;ÝØüûôè× Ê 2¨ç'Þ¥énÝßcڙá,á~ì£Úá¾çèÝ

Þê£ÖÖè Ýð'êÙ'×càênàéèTëØ¾ö # Úé'ڙáâڙÙê£ëØÝf×~ØÝàڙÙôÞè1ë[èÈàó¸èèÙYÞáâڐÝÝèÝ Ê Ùcêàé¶èÖ³ó¸êÖ6×ÝñëØ,öU×=ØÝà6ڙÙ'Þè

ë'èàóIèèÈÙUÞáâڐÝ;ÝèÝßUèڙÙôÝ à;é'Ú™à¸Ø¾àØÝì/èÖ۔ç¶Ùá¾Ø,ù/èá¾Û1àêTßcڙù/è±ÚdßOØÝà6ڙù/è¸ó®éèÙcÝàڙà;ؾê£ÙQØâÝÞáÚ£ÝÝØ û'è×

Ê

ÙoÚá¾áÞê£Ù'ÝØâ×~èÖ;è×LÞÚ£Ýèݱê™í

?9

Ýà6ڙà;ؾêÙ ØâÝ@ڐÝ;ÝØ,öÙè×Là;êUàé¶èn×~çßUðØ,ÙöOÝØ¾à;è”ÚÙ'× à;éè

(

êàé¶èÖ

Ýà6ڙà;ؾêÙôݦàê1à;éè@Þê/ڐÝàÚá4ÈêÙè

Ê

ٔê£Ö×~èÖà;êlê£ëàÚØ¾ÙUà;éèfÝßcÚá¾á¾èÈÖ Q?3?d ì£Ú™á¾ç¶èIí(êÖàéèfÞê£Ù'ÝØâ×~èÖè ×

×ÚàڔÝèÈàIêÙ¶è1Ýéê£çá×UÙê£àIç'Ýè1àéè@ð¶Öؾê£ÖIðÖ;êë'ÚëØ¾á,ؾà;ؾèÝ ðÖ;êð'êÖ;àØ¾ê£Ù'ڙá\à;ê”àéèfÙ~çßnë'èÖ êíð[ê£Ø¾Ù=àÝIØ,Ù

àé¶èdÞêÖÖ;èÝð'ê£Ù'×~ؾٶöUÞáâڐÝ;Ý

Ê

å@Ý@ؾàfó®ÚÝ1èÿ=ð[è Þàè×ñ&àéè Q??  ìÚá¾çè ÝõØ,Ù à;éèOÞڐÝèîêí®Ø¾Ùô×~èð'èÙ'×~èÈÙ~à”ã(ؾÙyàØ,ßUè”ÚÙ'× Ýð'ڐÞèæ

êëôÝèÖ;ìÚàØ,êÙ'Ý@ã´×~èÙê£àèהë~Û |?3?  9B æ)ڙÖ;è@àéèõÝßcÚá¾á¾è ÝàêÙèÝ é=ç'Ýñ Ø,àIØâÝ ì/èÈÖÛdØ,ßUð'êÖ;àڙÙ=ààÚù/è

(12)

ؾÙ=àêyÞêÙ'ÝØ×~èÖ6ڙà;ؾêÙ àéècàèÈßUð'êÖÚá®ÚÙ'×ÇÝð'ÚàØÚá±×~èð'èÙ'×=èÙ'ÞÛ í´Ú£Þàê£Ö”ó®éèÙÇðÖ6ڐÞà;ØÞÚáIðÖ;êëá,èßcÝ

ڙÖ;èTÝêá,ì/è×

Ê

ú

éè1Ý;ڙßUèõÞڙáâÞçáÚàØ,êÙ'ÝóIèÖ;è³ð'èÖí(êÖßOè×`í(êÖ¸àéè1ê£ë'ÝèÖ;ì£Ú™àØ,êÙ'ÝIßmڐ×~èfڙà®à;éè1ÝÚßUè

8

Ýàڙà;ؾê£Ù'Ý

ؾÙOàéè1Úçàç¶ßUÙ

1'6)6~É£Ê

L ì/èÙUàé¶êçö£éQà;éè1Ù~ç¶ßUèÖØâÞڙá¶ìÚá¾çè ݦóIèÈÖè1Ýá¾Ø¾ö£é~à;á¾Ûn×~Ø ïèÖèÙ=àñ/à;éè1öèÙèÈÖڙá

àèÈÙ'×~èÙ'ÞØ¾èÝÖèßcÚØ¾Ùè ×`à;éèTÝڙßOè

Ê

QUQ[Ï"Q'ÌÓQV

!)t —™›“(˜4–— u ¼’y¼/Å!D Ƽ 33 -/+E.E+#3 +E#-# 0:0= 3'E00 ¼’cšœžª“ÃÈ  “· | –(½/¼

ˆ&(“˜(˜(šœ“  ¼œÂ ƒ ­£Ÿ—» ƒ ¼} ˆ ¼£Å ! ƼȈ&ž Ÿ¥˜(˜(“˜\–§¶—™–—˜4“°£Ÿ"ŸÁžœ“˜4°£Ÿ¤4šœ– }¤(“¬³°£–´Ÿž˜(¤"Ÿ¤4šª–—£Ÿ4ø•–¯Ÿ(š Ÿ¥—•“\§¾­—• }

¤(šœ–—˜;¼

<

&(-;<0: < 0 0:+E<! C6 +-:'#" E6F+(.10 Â%$'&¶Å

H#H(

ÆÂ

!E$#$#"6}=!E$9H"

¼

$ „

“€ˆ&“˜´Ÿ4“

{

¼œÂ9>@ӝ(˜

„ ¼w

¼œÂ)=–˜´Ÿ

„

¼Å

#"#"F!

Ƽ

w

˜(¤(šœ¬@Ÿ¤(šœ—»\Ÿ—™›¸¬³–È›™“žœšª—™»\˜(°£Ÿ¥•“

}

¤(šœ¬±“'•–(4“ž Ÿ¤4šª–—˜(¤4(­•¤(­4“˜;¼

#0:<*@-/+++(<-, (<

 .-//Â

}:!:H

¼

H0 „ ­ x

•šœ—˜4½Ÿ˜

…

¼/Å

!1 Ƽ

t

—fŸ¥˜(ì±°¤4–¤4šª•Ÿ¥—£ŸžœÃ˜(šœ˜'–¥§=¤(«“ 4“»4“¤\(šœ˜(½®šœ—³›šœ˜(•4šª¬³šœ—£Ÿ—¤'Ÿ—£Ÿ¥žœÃȘ4šœ˜'­—›“\¯Ÿ(šœ–­˜

¤("Ÿšœ—šœ—»I˜(•"«“¬³“˜;¼

,26 3 #33" #6<

<

 465/Å

H

ÆÂ

$#$1}/$#D!

¼

D „ ­ x

•šœ—˜4½Ÿ˜ … ¼œÂ zŸžœ¤Ã¤x

v

“ p ¼¶Å #""# Ƽ u «“¦“"º¨“•¤ –§˜4°£Ÿ¤4š¹Ÿ¥ž¶Ÿ¥­¤(–•–((“ž¹Ÿ¥¤(šœ–—@–—1¤(«“I“4(–‚´Ÿ¥¤(“˜ –§'¤4«“¸žœšœ—“;Ÿ¥

›šœ˜(•(šœ¬±šœ—£Ÿ¥—Ȥô§,­—•¤4šœ–—˜¼ ,26'3 37" #6< <Â&98~Å ÆÂ !:}:!1 ¼

:)ƒ

Ÿ¥šœ—šœ—»

s ¼)¼Å

!"

Ƽ

1470 .# #30'E00;3 6F*0:+<0 #3F. E3 <-/+3 E3?0<E3 :0

¼=ˆ\Ÿ¥¬®Á(šœ»“

r

—š

}

¯“(˜(šœ¤Ã3)(“˜4˜;¼

1)p

–­(—™“ž

t

¼²®¼œÂ

ƒ

­šA"Á4“»¤4˜ˆ&«=¼

p

¼/Å

!<1 Ƽ

"=3'3>?># +90:#0:@:0

¼ t

•Ÿ›“¬³šœ•#)4“˜(˜¼

Ÿš

}u

Ÿ¥š

B

¼œÂ

|

Ÿ¥–

}u

šª—™»BA¼/Å

!"

ƼDC

E3E-/0EGFE .H?(- #3F'E00

¼z°(šœ—»“;¼

{

Ÿ·&–½–Tˆ ¼

s

¼ÄI¼œÂ?>@•

{

Ÿ¥•"«ž Ÿ—O²ý¼

p

¼\Å

!<#D Ƽ

„

šª˜4•(šœ¬³šª—Ÿ¤(šœ–—T·\šœ¤(«UŸ­¤4–•–4(“ž Ÿ¤4“›U–Á˜4“(¯Ÿ¥¤(šœ–—™˜;¼

* #E-:3

I@J +K>3 +3 Â-/ L=Å ÆÂ !:HD6}=!;H( ¼

!(" >1Ÿ¥»—­˜ p ¼s ¼œÂ  “­›“•"½“ ƒ ¼Å #""# Ƽ " #-GM .N@E-/E3O0E<E0)26 4#4PE +30Q3 0=#0::0 #3.

J +#3+E-:0 ¼™’cšœžª“ÃÈ  “· | –(½/¼

!#! >1Ÿ¥(›š Ÿ … ¼RI¼/Å !9H Ƽz°£Ÿ¤4š Ÿž›šœ˜(•4šª¬³šœ—£Ÿ¤4šª–—÷Ÿ¥—›±•ž¹Ÿ¥˜(˜4𡐕;Ÿ¤4šª–—±¬@Ÿ°˜¼S +&< 0=<T C6F +#-:'O" (6+E.90 Â

/ 4=Å! ÆÂ !<!"}/ !<1 ¼

!( >@• { Ÿ•"«ž Ÿ—1²®¼p ¼/Å !# Ƽ U0E-?33?3'E00 3. 0:0: 47E-:3-/J +J>#3 +3 ¼’cšœžœ“à “· | –4½/¼

!($ Ă½Ÿ¬³–¤(–¼Å !:$ Ƽ >`¼ t —±Ÿ˜4ÃȬ³°¤(–¤(šœ•“¿°£Ÿ—™˜(šœ–—¦§,–¤4«“\›šœ˜(¤4(šœÁ­¤4šª–—–§/¤(«™“žœšœ—“;Ÿ¥¶›™šª˜4•(šœ¬³šª—Ÿ—¤§,­—•¤(šœ–—=¼

33<" 6F<D #0: ¼ 4'&Â !( :6}=!E$#"! ¼

!:H0 s “°£–(¤®Å "#"# Ƽ s “˜(­žœ¤(˜ –¥§–•“;Ÿ—™–»"Ÿ°«™šª•Â/«Ãț™(–•"«“¬±šœ•;Ÿ¥žÂ“•–¤(–¿šœ•–žœ–»šœ•;ŸžŸ—›l«È۝4–Ášœ–žª–»šœ•;Ÿ¥ž=šœ—¯“˜}

¤(šœ»Ÿ¤(šœ–—˜\–§  Ÿžœ¤4šª•¦˜(“;Ÿ™¼ "=3'0:-:' +WV&6FUX@3 <-/+3 &(3@+YV6UI 4-(+E@*+WVO,26 #3'Z S E3(-+YV#" -3

I@;0:-W 6 ¼

!(D x zŸ¥žª¤Ã¤

v

“ p

¼=Å

#"#"F!

Ƽ

u

«“¸Ÿ˜4ì±°¤4–¤(šœ•‚“¿°£Ÿ—˜4šœ–—@–§¤(«““¿È°“•¤4“›d(šœ˜(½³§,–\¤(«“

{=„Ît

–§'˜(°Ÿ¤(š Ÿ¥žªžœÃI•–4(“ž Ÿ¥¤(“›

²Ÿ¥­˜(˜4š¹Ÿ¥—@–Á˜4“(¯Ÿ¥¤(šœ–—˜¼

*?6# 6;00  …

ž Ÿ¥šª°

v

“›£Ÿ¦­—šœ¯“4˜(šœ¤Ã¼

!:

z·\šœ¤(©“B)¼[Å

!#"

Ƽ

w

¿¤4“—˜(šœ–—”–§žœšœ—“;Ÿ ›šœ˜4•(šœ¬±šœ—£Ÿ¥—¤)Ÿ—ŸžœÃ˜(šœ˜‚§,–˜4¤´Ÿ¥¤(šœ˜(¤4šª•Ÿž'•ž Ÿ¥˜(˜(𢡣•Ÿ¤(šœ–—”–§\(“¬³–¤(“žªÃ

˜(“—˜(“›d˜´Ÿ¥¤(“žœžœšœ¤(“ šœ¬fŸ¥»“4Ãȼ

" 6F<

C

+0<

ÂP/ 8~Å

H

ÆÂ

$:1}/$1:

¼

’nŸ•"½“(—£Ÿ¥»“ž ¼=ŠƼ ¼z°4šª—™»“¼

(13)

Åp q

­´Ÿ¥¤

v

“ x z™Ÿžœ¤Ã¤

v

“

}

“—Ȥ4«£Æ

/Œ/ TŽŒŽŒ,/‹/U‰,ŽŒ=‹

Ž/Œ/Œ TŽŒŽŒ,/‹

=‹ Œ ¸‹!

"

‘# f‘%$&('*)+,-.$/0.

132

),4'*56 ¸‹!7-

1

/8‚Ž*

Ž0

Ž/Œ/Œ9¶‹Œ;:£‹Ž/¨

< Ž=?>0/Ž ==‹!üŒ

@ ‘% dŽ/ŒABC

DEF +B)B < Ž?>0/Ž7- D  ŒG/Ž Ž

XIHW& .#.-/;00#IJ*KMLN*OPQSRTN*OUIVWKXSYZV[Y

ұ†“˜4¤(­¤4šœ˜ „ ­ x

•šœ—˜4½Ÿ˜´Æ

Ž/Œ/Œ9¶‹Œ;:£‹Ž/¨

< Ž=?>0/Ž ==‹!üŒ

@ ‘% dŽ/ŒABC

DEF +B)B < Ž?>0/Ž7- D  ŒG/Ž Ž

XIHW& .#.-/;00#Z\KT]PQ*^*R`_IVbaKIVdc*O

Referanser

RELATERTE DOKUMENTER

Results Spatial–temporal analysis of pyrethroid resistance throughout the North Atlantic in the period 2000–2017 The resistant genotype was not detected in salmon lice sampled from

Here, we apply six statistical classifiers (two traditional: linear discriminant analysis (LDA), quadratic discriminant analysis (QDA) and four ML classifiers: K-nearest neighbors

82 Here, we apply six statistical classifiers (two traditional: linear discriminant analysis (LDA), 83 quadratic discriminant analysis (QDA), and four machine learning

5, which shows the temporal development of the spatial mean and the spatial standard deviation for the three catchments, it can be observed that for similar values of the spatial

Multivariate linear regression analysis identified age, NACA score, helicopter transport, the use of intra- venous analgesics, treatment prior to HEMS arrival, intubation, year in

K-means clustering was then conducted in coordinate space by weighting each grid cell based on its difference to the spatial mean of temporal value differences.. To reduce occlusion

The methodology is based on automatic change detection algorithms for spatial- temporal analysis of the spatial changes that took place in subsequent time periods, using

Exploration of the Spatial and Temporal Distribution Following the overview of the clusters of contextualized events (Figure 2a), the next step in the analysis is to explore the